[2025-12-04T20:15:03.001520] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-04T20:15:03.182311] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-04T20:15:03.354229] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-04T20:15:03.518143] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-04T20:15:03.518470] [WARN ] [STATE     ] State set to: WAITING
[2025-12-04T20:15:03.518526] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-04T20:15:03.524727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:03.528772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:03.532707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:03.536020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:03.536087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:06.543081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:06.548904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:06.553537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:06.557659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:06.557739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:09.563399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:09.567186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:09.570621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:09.573932] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:09.574008] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:12.578654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:12.582296] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:12.585921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:12.589345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:12.589415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:15.594157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:15.597983] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:15.601957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:15.605310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:15.605398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:18.609850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:18.613207] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:18.616436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:18.619918] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:18.620000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:21.625041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:21.629901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:21.634791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:21.639678] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:21.639790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:24.644437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:24.647903] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:24.651303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:24.654679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:24.654754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:27.661612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:27.666200] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:27.669660] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:27.673591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:27.673669] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:30.679174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:30.683081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:30.686878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:30.690588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:30.690659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:33.695491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:33.699770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:33.704406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:33.709908] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:33.710066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:36.715523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:36.720407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:36.724260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:36.727557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:36.727645] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:39.732668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:39.736039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:39.739250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:39.742529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:39.742624] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:42.746997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:42.751761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:42.756748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:42.761508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:42.761668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:45.767598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:45.771485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:45.775455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:45.779211] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:45.779291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:48.784531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:48.788631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:48.792477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:48.796213] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:48.796302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:51.801383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:51.804958] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:51.808458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:51.811827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:51.811896] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:54.816657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:54.820095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:54.823422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:54.826765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:54.826840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:15:57.831654] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:15:57.835468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:15:57.839029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:15:57.842340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:15:57.842405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:00.847398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:00.851471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:00.854820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:00.858131] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:00.858284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:03.863259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:03.867337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:03.871618] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:03.875256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:03.875325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:06.880773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:06.884588] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:06.888422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:06.892054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:06.892133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:09.897458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:09.901231] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:09.905410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:09.909534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:09.909648] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:12.915525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:12.919720] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:12.923931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:12.927600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:12.927717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:15.933820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:15.939077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:15.943127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:15.946691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:15.946756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:18.954164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:18.960295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:18.966885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:18.972773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:18.972919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:21.977752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:21.981664] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:21.985390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:21.989032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:21.989105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:24.994778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:24.998309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:25.003850] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:25.008833] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:25.008976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:28.013800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:28.017659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:28.021341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:28.025074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:28.025153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:31.029601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:31.033105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:31.037009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:31.040642] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:31.040726] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:34.045929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:34.049999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:34.053409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:34.056838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:34.056917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:37.061385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:37.065116] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:37.069171] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:37.072919] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:37.073015] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:40.079430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:40.085179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:40.089278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:40.093093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:40.093172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:43.097994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:43.102254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:43.106175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:43.109972] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:43.110069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:46.115072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:46.119421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:46.123509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:46.128418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:46.128512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:49.133431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:49.137093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:49.140804] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:49.144179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:49.144260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:52.150870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:52.156256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:52.160800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:52.165021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:52.165159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:55.171815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:55.175823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:55.179095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:55.182241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:55.182311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:16:58.186927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:16:58.190344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:16:58.193554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:16:58.196915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:16:58.196992] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:01.203986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:01.210238] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:01.214975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:01.219551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:01.219736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:04.226371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:04.231780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:04.237095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:04.242398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:04.242562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:07.247965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:07.251890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:07.255373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:07.259017] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:07.259096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:10.264811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:10.270021] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:10.274125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:10.277687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:10.277754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:13.283921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:13.290125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:13.296219] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:13.301302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:13.301418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:16.307396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:16.313411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:16.320182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:16.325221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:16.325346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:19.329870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:19.333322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:19.336736] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:19.340077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:19.340149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:22.344935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:22.348774] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:22.352490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:22.356008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:22.356085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:25.361180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:25.365279] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:25.369212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:25.372838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:25.372969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:28.377389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:28.381509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:28.385128] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:28.388491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:28.388559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:31.393546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:31.397284] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:31.401282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:31.404944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:31.405018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:34.410936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:34.414688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:34.418381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:34.422136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:34.422233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:37.426965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:37.430518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:37.434013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:37.437435] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:37.437524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:40.443708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:40.447496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:40.451026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:40.454476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:40.454546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:43.461715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:43.468610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:43.473620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:43.478015] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:43.478090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:46.482540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:46.486005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:46.489317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:46.493003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:46.493091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:49.499615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:49.504148] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:49.507702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:49.511022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:49.511096] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:52.515839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:52.520268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:52.525005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:52.528617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:52.528705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:55.533716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:55.537766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:55.541524] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:55.544969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:55.545039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:17:58.549592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:17:58.553108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:17:58.556537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:17:58.560048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:17:58.560123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:01.566080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:01.570314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:01.574100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:01.578592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:01.578705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:04.583279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:04.586556] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:04.589942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:04.593307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:04.593380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:07.598167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:07.601691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:07.605295] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:07.608864] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:07.608952] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:10.614529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:10.618996] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:10.623610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:10.627032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:10.627118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:13.632691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:13.637677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:13.642194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:13.646236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:13.646343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:16.651273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:16.655142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:16.658886] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:16.662544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:16.662678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:19.667752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:19.671649] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:19.675147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:19.678474] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:19.678554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:22.683141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:22.686711] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:22.690630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:22.694280] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:22.694379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:25.698727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:25.702022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:25.705176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:25.708486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:25.708595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:28.713835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:28.718214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:28.721807] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:28.725349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:28.725417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:31.729831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:31.733157] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:31.736603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:31.740103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:31.740169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:34.745967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:34.750181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:34.754330] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:34.759379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:34.759493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:37.764381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:37.767984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:37.771365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:37.774680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:37.774748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:40.780055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:40.783426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:40.786669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:40.790102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:40.790172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:43.794704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:43.798756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:43.802515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:43.806321] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:43.806392] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:46.811610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:46.815079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:46.818707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:46.822251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:46.822326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:49.826802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:49.830316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:49.833529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:49.836788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:49.836858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:52.841407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:52.844846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:52.848892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:52.853027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:52.853116] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:55.857532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:55.861054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:55.864501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:55.867738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:55.867816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:18:58.873072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:18:58.877323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:18:58.881616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:18:58.885540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:18:58.885645] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:01.890449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:01.893837] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:01.897069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:01.900471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:01.900553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:04.906665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:04.911292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:04.916019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:04.919840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:04.919918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:07.924724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:07.928448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:07.932143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:07.935917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:07.936010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:10.940704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:10.944007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:10.947184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:10.950374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:10.950453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:13.955228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:13.959749] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:13.963702] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:13.967441] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:13.967531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:16.971928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:16.975529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:16.978993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:16.982332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:16.982408] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:19.989400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:19.994435] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:19.999199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:20.004556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:20.004758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:23.009452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:23.012804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:23.016051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:23.019676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:23.019742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:26.025214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:26.029051] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:26.033063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:26.037134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:26.037234] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:29.042177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:29.045468] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:29.048708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:29.051848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:29.051917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:32.056737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:32.060123] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:32.063345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:32.066619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:32.066692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:35.071388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:35.074692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:35.077831] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:35.081034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:35.081099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:38.085757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:38.089420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:38.092855] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:38.096341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:38.096437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:41.104892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:41.109191] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:41.113224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:41.117191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:41.117296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:44.122234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:44.125772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:44.129099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:44.132819] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:44.132885] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:47.138398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:47.143012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:47.146907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:47.151021] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:47.151136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:50.156915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:50.161550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:50.167001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:50.171432] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:50.171517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:53.177889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:53.183659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:53.189260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:53.194548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:53.194688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:56.199198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:56.202836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:56.206789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:56.210473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:56.210620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:19:59.215221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:19:59.218763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:19:59.223299] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:19:59.227346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:19:59.227421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:02.233187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:02.238525] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:02.242977] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:02.281223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:02.281398] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:05.285912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:05.290184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:05.293997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:05.297278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:05.297346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:08.303256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:08.307360] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:08.311301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:08.314954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:08.315215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:11.320753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:11.325092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:11.330188] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:11.335149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:11.335268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:14.340669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:14.344403] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:14.348792] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:14.353476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:14.353570] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:17.360258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:17.364432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:17.370469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:17.377521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:17.377734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:20.383102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:20.387836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:20.392139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:20.396011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:20.396099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:23.401159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:23.406085] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:23.410191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:23.414887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:23.415050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:26.421477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:26.425674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:26.429994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:26.434169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:26.434265] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:29.439325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:29.443019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:29.446733] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:29.450417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:29.450488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:32.455156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:32.459248] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:32.463225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:32.467658] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:32.467757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:35.473062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:35.476913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:35.480380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:35.484019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:35.484110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:38.490303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:38.494723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:38.498039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:38.501306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:38.501378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:41.505700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:41.509189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:41.512659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:41.516477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:41.516563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:44.522148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:44.525938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:44.529467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:44.533018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:44.533093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:47.538087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:47.542019] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:47.545797] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:47.549524] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:47.549636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:50.555937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:50.561691] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:50.566654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:50.570440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:50.570533] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:53.575618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:53.580263] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:53.584160] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:53.588190] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:53.588287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:56.593112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:56.596957] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:56.600586] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:56.604045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:56.604125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:20:59.608980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:20:59.613416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:20:59.617071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:20:59.621003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:20:59.621140] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:02.627836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:02.634020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:02.640015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:02.645637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:02.645786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:05.651210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:05.654750] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:05.658009] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:05.661677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:05.661764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:08.666183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:08.669928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:08.673176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:08.676539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:08.676640] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:11.681248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:11.684801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:11.688242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:11.691863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:11.691946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:14.697768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:14.702117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:14.706307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:14.710371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:14.710494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:17.714876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:17.718833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:17.722963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:17.727026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:17.727165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:20.732267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:20.735856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:20.739248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:20.742772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:20.742874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:23.747755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:23.752326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:23.756209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:23.759716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:23.759780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:26.764652] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:26.768846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:26.773266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:26.777265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:26.777349] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:29.781888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:29.786027] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:29.790287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:29.793848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:29.793918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:32.798260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:32.801867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:32.805235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:32.808652] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:32.808739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:35.815374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:35.819776] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:35.823914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:35.827516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:35.827654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:38.832511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:38.836608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:38.840408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:38.843941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:38.844025] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:41.849397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:41.853272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:41.857341] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:41.860875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:41.860949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:44.865720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:44.869174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:44.872460] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:44.876039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:44.876120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:47.880674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:47.884222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:47.887661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:47.891030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:47.891117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:50.895701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:50.899375] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:50.903165] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:50.906982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:50.907088] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:53.911944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:53.915619] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:53.918982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:53.922311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:53.922385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:56.926800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:56.930610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:56.934223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:56.937623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:56.937704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:21:59.942213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:21:59.945510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:21:59.948637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:21:59.951858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:21:59.951934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:02.957197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:02.961450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:02.965065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:02.972428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:02.972625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:05.982157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:05.987224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:05.995823] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:06.000603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:06.000720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:09.005736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:09.009920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:09.013826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:09.017710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:09.017793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:12.024037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:12.029559] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:12.034258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:12.038391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:12.038549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:15.044057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:15.049081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:15.052612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:15.056219] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:15.056312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:18.061030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:18.064509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:18.068563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:18.073025] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:18.073180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:21.077932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:21.081339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:21.085004] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:21.088756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:21.088825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:24.094777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:24.098641] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:24.102262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:24.105981] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:24.106105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:27.110499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:27.114082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:27.117725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:27.121848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:27.121954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:30.127028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:30.134067] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:30.138535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:30.142712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:30.142794] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:33.148819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:33.152526] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:33.158473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:33.163763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:33.163891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:36.168535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:36.172670] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:36.175934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:36.179338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:36.179404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:39.183879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:39.187548] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:39.191345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:39.195053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:39.195163] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:42.200094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:42.204043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:42.208593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:42.213964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:42.214118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:45.219774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:45.224245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:45.228022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:45.231818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:45.231926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:48.237558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:48.242132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:48.245415] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:48.248785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:48.248880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:51.253399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:51.257091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:51.260368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:51.263495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:51.263587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:54.268248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:54.271920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:54.275372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:54.278855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:54.278923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:22:57.283689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:22:57.288537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:22:57.293438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:22:57.298107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:22:57.298230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:00.303055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:00.307454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:00.311791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:00.316044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:00.316127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:03.321347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:03.324982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:03.328632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:03.332871] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:03.332935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:06.337495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:06.340869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:06.344053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:06.347641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:06.347708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:09.352396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:09.355907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:09.359364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:09.363187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:09.363278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:12.368348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:12.371755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:12.375231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:12.378754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:12.378823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:15.383316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:15.387314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:15.390682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:15.394323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:15.394410] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:18.398950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:18.402618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:18.405862] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:18.409191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:18.409278] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:21.414037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:21.418884] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:21.423486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:21.428027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:21.428123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:24.432567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:24.437111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:24.441795] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:24.446380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:24.446483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:27.450966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:27.454809] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:27.458251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:27.461850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:27.461922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:30.466453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:30.470177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:30.473860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:30.477780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:30.477868] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:33.483702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:33.488780] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:33.493768] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:33.498982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:33.499105] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:36.503319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:36.506752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:36.510086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:36.513331] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:36.513404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:39.518224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:39.522055] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:39.526006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:39.530169] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:39.530256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:42.535243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:42.539600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:42.543422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:42.547107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:42.547207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:45.551872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:45.555839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:45.559595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:45.563308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:45.563415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:48.567989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:48.571407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:48.574756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:48.577900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:48.578154] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:51.582732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:51.586858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:51.591385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:51.595642] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:51.595780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:54.600693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:54.604448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:54.607973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:54.611365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:54.611444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:23:57.617137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:23:57.622139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:23:57.627012] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:23:57.631696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:23:57.631801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:00.636281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:00.640268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:00.644283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:00.648143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:00.648248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:03.652939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:03.656534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:03.660202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:03.663776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:03.663877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:06.668276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:06.672174] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:06.675891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:06.679402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:06.679488] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:09.684023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:09.688132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:09.692488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:09.696863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:09.697047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:12.702720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:12.707040] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:12.710668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:12.715511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:12.715701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:15.720719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:15.724546] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:15.727921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:15.731376] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:15.731448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:18.737254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:18.741853] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:18.746443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:18.751155] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:18.751249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:21.755799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:21.759473] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:21.762785] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:21.766152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:21.766220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:24.771275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:24.775265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:24.779111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:24.782855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:24.782961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:27.787845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:27.791127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:27.794246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:27.797300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:27.797364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:30.802461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:30.806463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:30.809816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:30.813148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:30.813217] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:33.818954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:33.823069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:33.826680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:33.830305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:33.830380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:36.836197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:36.840119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:36.844076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:36.847829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:36.847923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:39.851978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:39.855455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:39.859107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:39.862559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:39.862666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:42.868107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:42.873633] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:42.878255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:42.883233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:42.883364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:45.887615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:45.892773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:45.896844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:45.900400] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:45.900470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:48.904481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:48.909240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:48.912828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:48.916138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:48.916203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:51.920180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:51.923718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:51.927287] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:51.930955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:51.931031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:54.936023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:54.940499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:54.945312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:54.949858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:54.950247] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:24:57.956378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:24:57.961816] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:24:57.967596] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:24:57.972370] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:24:57.972643] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:00.977324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:00.980736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:00.985814] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:00.990851] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:00.990946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:03.996657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:04.001348] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:04.006407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:04.011910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:04.012060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:07.016633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:07.020004] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:07.023175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:07.026384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:07.026455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:10.032283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:10.036866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:10.041242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:10.044539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:10.044621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:13.269725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:13.304895] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:13.343431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:13.347742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:13.347948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:16.353161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:16.357022] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:16.360801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:16.364332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:16.364440] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:19.371403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:19.376406] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:19.380723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:19.384965] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:19.385066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:22.389953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:22.393648] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:22.396885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:22.400243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:22.400318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:25.406062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:25.410679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:25.414877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:25.423212] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:25.423406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:28.428360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:28.432199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:28.435664] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:28.439054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:28.439128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:31.444035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:31.447636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:31.450988] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:31.454304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:31.454374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:34.460081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:34.463764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:34.467365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:34.472632] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:34.472772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:37.478200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:37.481871] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:37.485644] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:37.489134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:37.489203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:40.493694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:40.497075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:40.500731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:40.504409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:40.504479] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:43.509749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:43.514230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:43.518770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:43.522787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:43.522858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:46.527708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:46.531829] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:46.535775] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:46.539471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:46.539539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:49.544361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:49.547876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:49.551606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:49.555283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:49.555369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:52.560003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:52.563505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:52.568013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:52.571951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:52.572030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:55.576419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:55.580566] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:55.584828] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:55.588807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:55.588892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:25:58.593499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:25:58.596981] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:25:58.600291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:25:58.603593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:25:58.603665] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:01.607997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:01.611689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:01.615601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:01.619361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:01.619451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:04.623854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:04.627489] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:04.630747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:04.634044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:04.634110] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:07.639381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:07.643446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:07.648482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:07.652454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:07.652561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:10.657554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:10.661885] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:10.665816] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:10.669243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:10.669316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:13.674768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:13.679017] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:13.682754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:13.686511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:13.686601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:16.691107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:16.694510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:16.697947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:16.701426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:16.701504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:19.706030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:19.710122] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:19.714148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:19.718048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:19.718133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:22.722617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:22.726089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:22.729468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:22.732852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:22.732936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:25.738089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:25.741825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:25.745199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:25.748591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:25.748657] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:28.753386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:28.757390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:28.760668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:28.764385] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:28.764453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:31.769446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:31.772915] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:31.776119] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:31.779460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:31.779531] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:34.784972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:34.788733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:34.792347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:34.795612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:34.795679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:37.802273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:37.806596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:37.810624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:37.815373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:37.815564] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:40.821955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:40.827077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:40.831254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:40.834856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:40.834929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:43.844852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:43.850236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:43.855052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:43.859725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:43.859817] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:46.865511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:46.870161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:46.874205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:46.877587] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:46.877655] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:49.882194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:49.886166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:49.889477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:49.893832] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:49.893929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:52.899968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:52.904033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:52.907987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:52.911564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:52.911704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:55.917070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:55.921413] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:55.924833] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:55.929274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:55.929451] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:26:58.934495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:26:58.939420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:26:58.944041] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:26:58.948031] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:26:58.948137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:01.952944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:01.956568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:01.959885] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:01.963179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:01.963266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:04.970943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:04.977235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:04.982686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:04.987500] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:04.987641] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:07.996216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:07.999858] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:08.003201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:08.006377] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:08.006445] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:11.010928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:11.015074] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:11.018442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:11.021773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:11.021841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:14.220908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:14.224914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:14.254480] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:14.258523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:14.258652] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:17.263615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:17.267773] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:17.271849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:17.275533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:17.275664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:20.280420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:20.284031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:20.288083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:20.292917] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:20.293055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:23.298009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:23.302874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:23.307636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:23.312220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:23.312356] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:26.317121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:26.320703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:26.324132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:26.327346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:26.327413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:29.332604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:29.336024] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:29.340373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:29.346106] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:29.346373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:32.352018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:32.356256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:32.360612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:32.364555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:32.364647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:35.370286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:35.374876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:35.378957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:35.382770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:35.382874] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:38.389020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:38.393952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:38.397924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:38.401607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:38.401680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:41.406589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:41.410255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:41.413432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:41.416539] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:41.416627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:44.422073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-04T20:27:44.426029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:44.429896] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:44.433646] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:44.433716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-04T20:27:47.438431] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-04T20:27:47.442135] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-04), and is a dependency of this service.
[2025-12-04T20:27:47.445618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-04T20:27:47.449375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-04T20:27:47.452752] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-04T20:27:47.453016] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-04T20:27:47.453082] [INFO ] [CACHE     ] Starting cache update
[2025-12-04T20:27:47.453121] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-04T20:27:47.456463] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-04T20:27:47.456753] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-04T20:27:47.456806] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-04T20:27:47.456838] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-04T20:27:47.456869] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-04T20:27:47.534437] [DEBUG] [REMOTE    ] Fetched 3547 unique symbols from directory listing.
[2025-12-04T20:27:47.544952] [INFO ] [sig       ] Skipping 3546 symbols with existing configuration
[2025-12-04T20:27:47.546671] [INFO ] [sig       ] Found 1 active symbols to configure
[2025-12-04T20:27:47.546755] [INFO ] [sig       ] Starting parallel configuration with 4 worker processes
[2025-12-04T20:27:47.583804] [INFO ] [CONFIGURE ] AFGC: Configurate test run.
[2025-12-04T20:27:47.583989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-04T20:27:47.603917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-04T20:27:47.604444] [INFO ] [CONFIGURE ] AFGC: Testing with 29 available features
[2025-12-04T20:27:47.604497] [INFO ] [CONFIGURE ] AFGC: Establishing baseline with no features...
[2025-12-04T20:27:47.775519] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:27:47.938417] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:27:48.168634] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-04T20:27:48.330612] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:27:48.496815] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:27:48.667239] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-04T20:27:48.834144] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:27:49.001563] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:27:49.168118] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:27:49.335514] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-04T20:27:49.335671] [INFO ] [CONFIGURE ] AFGC: Baseline score (no features): 50.00%
[2025-12-04T20:27:49.337506] [INFO ] [CONFIGURE ] AFGC: Testing feature 1/29: add_bollinger_bands
[2025-12-04T20:27:49.337557] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_bollinger_bands']
[2025-12-04T20:27:49.544156] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:27:49.752067] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:27:49.956406] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:27:50.163676] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:27:50.369937] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:27:50.577495] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:27:50.789378] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:27:51.000257] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:27:51.209659] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:27:51.419378] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:27:51.419512] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-12-04T20:27:51.420712] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 2/30 | Remaining: 28 | Rate: 31.0/min
[2025-12-04T20:27:51.420781] [INFO ] [CONFIGURE ] AFGC: Testing feature 2/29: add_cumulative_delta
[2025-12-04T20:27:51.420814] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_cumulative_delta']
[2025-12-04T20:27:51.636882] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:27:51.851072] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:27:52.064853] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:27:52.280196] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:27:52.501007] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:27:52.717119] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:27:52.938441] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:27:53.168658] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:27:53.394786] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:27:53.625980] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-04T20:27:53.626121] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-12-04T20:27:53.627134] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 3/30 | Remaining: 27 | Rate: 29.6/min
[2025-12-04T20:27:53.627183] [INFO ] [CONFIGURE ] AFGC: Testing feature 3/29: add_daily_returns
[2025-12-04T20:27:53.627213] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_daily_returns']
[2025-12-04T20:27:53.817044] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:27:54.008094] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:27:54.205412] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:27:54.392348] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:27:54.582620] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:27:54.774298] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-04T20:27:54.963616] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:27:55.156723] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:27:55.346751] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:27:55.545657] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:27:55.545869] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_daily_returns (score: 50.00%)
[2025-12-04T20:27:55.547318] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 4/30 | Remaining: 26 | Rate: 30.0/min
[2025-12-04T20:27:55.547373] [INFO ] [CONFIGURE ] AFGC: Testing feature 4/29: add_ema
[2025-12-04T20:27:55.547406] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_ema']
[2025-12-04T20:27:55.787936] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:27:56.028138] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:27:56.265234] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:27:56.505738] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:27:56.743093] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:27:56.980797] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:27:57.207971] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:27:57.434025] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:27:57.662441] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:27:57.890554] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:27:57.890768] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_ema (score: 40.00%)
[2025-12-04T20:27:57.892164] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 5/30 | Remaining: 25 | Rate: 29.0/min
[2025-12-04T20:27:57.892217] [INFO ] [CONFIGURE ] AFGC: Testing feature 5/29: add_exhaustion_signals
[2025-12-04T20:27:57.892249] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-04T20:27:58.122989] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:27:58.350547] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:27:58.579528] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:27:58.809540] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:27:59.040952] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:27:59.279296] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:27:59.529401] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:27:59.776902] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:00.017394] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:00.251962] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:00.252155] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-04T20:28:00.253526] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 6/30 | Remaining: 24 | Rate: 28.3/min
[2025-12-04T20:28:00.253601] [INFO ] [CONFIGURE ] AFGC: Testing feature 6/29: add_failed_moves
[2025-12-04T20:28:00.253637] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_failed_moves']
[2025-12-04T20:28:00.427598] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:00.608479] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:00.796119] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-04T20:28:00.990053] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:01.172608] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:01.356504] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:01.539991] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:01.741959] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:01.936179] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:28:02.123786] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-04T20:28:02.123992] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_failed_moves (score: 30.00%)
[2025-12-04T20:28:02.125363] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 7/30 | Remaining: 23 | Rate: 28.8/min
[2025-12-04T20:28:02.125422] [INFO ] [CONFIGURE ] AFGC: Testing feature 7/29: add_lag_shelf
[2025-12-04T20:28:02.125457] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_lag_shelf']
[2025-12-04T20:28:02.296470] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:02.465552] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:02.633283] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-04T20:28:02.807079] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:02.986817] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:03.161363] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-04T20:28:03.333007] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:03.502936] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:03.675492] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:28:03.844927] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-04T20:28:03.845072] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-04T20:28:03.846285] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 8/30 | Remaining: 22 | Rate: 29.4/min
[2025-12-04T20:28:03.846336] [INFO ] [CONFIGURE ] AFGC: Testing feature 8/29: add_macd
[2025-12-04T20:28:03.846367] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_vwap', 'add_macd']
[2025-12-04T20:28:04.134340] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:04.417715] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-04T20:28:04.709785] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:04.999977] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:05.292594] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:05.582285] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:05.874533] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:06.168755] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:06.464042] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:06.747057] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:06.747247] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_macd (score: 30.00%)
[2025-12-04T20:28:06.748372] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 9/30 | Remaining: 21 | Rate: 28.1/min
[2025-12-04T20:28:06.748423] [INFO ] [CONFIGURE ] AFGC: Testing feature 9/29: add_mfi
[2025-12-04T20:28:06.748453] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_mfi']
[2025-12-04T20:28:06.930075] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:07.110452] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:07.294263] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:07.480608] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:07.662530] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-04T20:28:07.847358] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:08.031909] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:08.216439] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:08.399192] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:28:08.585955] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-02, Predicted=0.0, Actual=1
[2025-12-04T20:28:08.586125] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_mfi (score: 20.00%)
[2025-12-04T20:28:08.587349] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 10/30 | Remaining: 20 | Rate: 28.5/min
[2025-12-04T20:28:08.587405] [INFO ] [CONFIGURE ] AFGC: Testing feature 10/29: add_momentum_acceleration
[2025-12-04T20:28:08.587438] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-04T20:28:08.845851] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:09.100240] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:09.358078] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:09.614909] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:09.872523] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:10.139962] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:10.404391] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:10.678908] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:10.944397] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:28:11.211987] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:11.212149] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-04T20:28:11.213306] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 11/30 | Remaining: 19 | Rate: 27.9/min
[2025-12-04T20:28:11.213353] [INFO ] [CONFIGURE ] AFGC: Testing feature 11/29: add_obv_daily
[2025-12-04T20:28:11.213385] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily']
[2025-12-04T20:28:11.410455] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:11.611957] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:11.813166] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:12.018880] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:12.230339] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-04T20:28:12.454489] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:12.711109] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:12.977785] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:13.221228] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:13.432054] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:13.432190] [INFO ] [CONFIGURE ] AFGC: KEPT add_obv_daily (score: 60.00%)
[2025-12-04T20:28:13.433635] [INFO ] [CONFIGURE ] JOB ETA: 39s | Tests: 12/30 | Remaining: 18 | Rate: 27.8/min
[2025-12-04T20:28:13.433708] [INFO ] [CONFIGURE ] AFGC: Testing feature 12/29: add_obv_interval
[2025-12-04T20:28:13.433742] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-12-04T20:28:13.656521] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:13.878929] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:14.103903] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:14.342050] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:14.570665] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:14.799970] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:15.027350] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:15.259925] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:15.492438] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:15.721930] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:15.722067] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_obv_interval (score: 40.00%)
[2025-12-04T20:28:15.723504] [INFO ] [CONFIGURE ] JOB ETA: 37s | Tests: 13/30 | Remaining: 17 | Rate: 27.7/min
[2025-12-04T20:28:15.723555] [INFO ] [CONFIGURE ] AFGC: Testing feature 13/29: add_opening_strength
[2025-12-04T20:28:15.723609] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-12-04T20:28:15.996906] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:16.246760] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:16.500596] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:16.754980] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:17.028656] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:17.282259] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:17.539092] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:17.794135] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:18.083317] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:18.342346] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:18.342482] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_opening_strength (score: 50.00%)
[2025-12-04T20:28:18.343656] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 14/30 | Remaining: 16 | Rate: 27.3/min
[2025-12-04T20:28:18.343707] [INFO ] [CONFIGURE ] AFGC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-04T20:28:18.343740] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-12-04T20:28:18.577536] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:18.811159] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:19.064043] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:19.299483] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:19.533457] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-04T20:28:19.784737] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:20.023636] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:20.258844] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:20.503035] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:20.744448] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:20.744599] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-12-04T20:28:20.745596] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 15/30 | Remaining: 15 | Rate: 27.1/min
[2025-12-04T20:28:20.745645] [INFO ] [CONFIGURE ] AFGC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-04T20:28:20.745676] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-12-04T20:28:20.962319] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-04T20:28:21.172762] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:21.378751] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:21.593003] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:21.805412] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:22.016150] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:22.235345] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:22.452337] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:22.665073] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:28:22.882357] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:22.882536] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-12-04T20:28:22.883924] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 16/30 | Remaining: 14 | Rate: 27.2/min
[2025-12-04T20:28:22.883975] [INFO ] [CONFIGURE ] AFGC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-04T20:28:22.884007] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-12-04T20:28:23.106529] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:23.324388] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:23.548660] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:23.777276] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:23.999009] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:24.220929] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:24.450384] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:24.674139] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:24.900551] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:25.127235] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:25.127371] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-04T20:28:25.128730] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 17/30 | Remaining: 13 | Rate: 27.1/min
[2025-12-04T20:28:25.128781] [INFO ] [CONFIGURE ] AFGC: Testing feature 17/29: add_pbf_return_2d
[2025-12-04T20:28:25.128830] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-12-04T20:28:25.362873] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:25.594610] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:25.825890] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:26.062392] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:26.292069] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:26.522984] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:26.760347] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:27.004396] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:27.256187] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-04T20:28:27.504424] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:27.504598] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-12-04T20:28:27.505795] [INFO ] [CONFIGURE ] JOB ETA: 27s | Tests: 18/30 | Remaining: 12 | Rate: 27.0/min
[2025-12-04T20:28:27.505846] [INFO ] [CONFIGURE ] AFGC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-04T20:28:27.505878] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-12-04T20:28:27.719329] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:27.921830] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:28.124088] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:28.327944] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:28.536261] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:28.738360] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:28.949559] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:29.173925] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:29.397499] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:29.629702] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:29.629858] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-04T20:28:29.631214] [INFO ] [CONFIGURE ] JOB ETA: 24s | Tests: 19/30 | Remaining: 11 | Rate: 27.1/min
[2025-12-04T20:28:29.631270] [INFO ] [CONFIGURE ] AFGC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-04T20:28:29.631305] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-12-04T20:28:29.840390] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:30.051565] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:30.258408] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:30.461621] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:30.690039] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:30.898907] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:31.110137] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:31.319514] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:31.531340] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:31.753279] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:31.753441] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-12-04T20:28:31.754683] [INFO ] [CONFIGURE ] JOB ETA: 22s | Tests: 20/30 | Remaining: 10 | Rate: 27.1/min
[2025-12-04T20:28:31.754734] [INFO ] [CONFIGURE ] AFGC: Testing feature 20/29: add_price_rejection
[2025-12-04T20:28:31.754766] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-12-04T20:28:31.986955] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:32.213540] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:32.445872] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:32.671995] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:32.900875] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:33.128408] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:33.360436] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:33.588558] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:33.817191] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:34.054110] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:34.054256] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_price_rejection (score: 40.00%)
[2025-12-04T20:28:34.055386] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 21/30 | Remaining: 9 | Rate: 27.1/min
[2025-12-04T20:28:34.055436] [INFO ] [CONFIGURE ] AFGC: Testing feature 21/29: add_range_position
[2025-12-04T20:28:34.055469] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-12-04T20:28:34.299525] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:34.547964] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:34.811637] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-04T20:28:35.066329] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:35.316340] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:35.577485] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:35.828307] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:36.076183] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:36.333349] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:36.587695] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:36.587930] [INFO ] [CONFIGURE ] AFGC: KEPT add_range_position (score: 70.00%)
[2025-12-04T20:28:36.589373] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 22/30 | Remaining: 8 | Rate: 26.9/min
[2025-12-04T20:28:36.589427] [INFO ] [CONFIGURE ] AFGC: Testing feature 22/29: add_realized_volatility
[2025-12-04T20:28:36.589459] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_realized_volatility']
[2025-12-04T20:28:36.952288] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:37.322976] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-04T20:28:37.687268] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:38.057795] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:38.420990] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:38.788188] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:39.148816] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:39.515954] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:39.881162] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:40.246064] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:40.246246] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_realized_volatility (score: 40.00%)
[2025-12-04T20:28:40.247593] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 23/30 | Remaining: 7 | Rate: 26.2/min
[2025-12-04T20:28:40.247643] [INFO ] [CONFIGURE ] AFGC: Testing feature 23/29: add_recent_range_context
[2025-12-04T20:28:40.247680] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_recent_range_context']
[2025-12-04T20:28:40.512287] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:40.780426] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:41.053977] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-04T20:28:41.325925] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:41.600916] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:41.879703] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:42.150352] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:42.417997] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:42.700304] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:42.976008] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:42.976151] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-04T20:28:42.977253] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 24/30 | Remaining: 6 | Rate: 26.0/min
[2025-12-04T20:28:42.977345] [INFO ] [CONFIGURE ] AFGC: Testing feature 24/29: add_rsi
[2025-12-04T20:28:42.977379] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_ema', 'add_rsi']
[2025-12-04T20:28:43.289892] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:43.613982] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:43.948021] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:44.285228] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-04T20:28:44.614497] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:44.941115] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:45.269696] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:45.613846] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:45.957244] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:46.294518] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:46.294749] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_rsi (score: 60.00%)
[2025-12-04T20:28:46.295898] [INFO ] [CONFIGURE ] JOB ETA: 12s | Tests: 25/30 | Remaining: 5 | Rate: 25.5/min
[2025-12-04T20:28:46.295951] [INFO ] [CONFIGURE ] AFGC: Testing feature 25/29: add_tick_distribution
[2025-12-04T20:28:46.295986] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_tick_distribution']
[2025-12-04T20:28:46.555005] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:46.811333] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-04T20:28:47.070413] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:47.331235] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:47.588185] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:47.846218] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:48.104101] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-04T20:28:48.365307] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:48.627755] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:48.893900] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:48.894059] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_tick_distribution (score: 20.00%)
[2025-12-04T20:28:48.895295] [INFO ] [CONFIGURE ] JOB ETA: 9s | Tests: 26/30 | Remaining: 4 | Rate: 25.4/min
[2025-12-04T20:28:48.895346] [INFO ] [CONFIGURE ] AFGC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-04T20:28:48.895380] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-12-04T20:28:49.167079] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:49.428586] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:49.698903] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:49.966784] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:50.231896] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:50.497250] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:50.768699] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:51.045523] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-04T20:28:51.315030] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:51.592896] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:51.593121] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-12-04T20:28:51.594405] [INFO ] [CONFIGURE ] JOB ETA: 7s | Tests: 27/30 | Remaining: 3 | Rate: 25.3/min
[2025-12-04T20:28:51.594464] [INFO ] [CONFIGURE ] AFGC: Testing feature 27/29: add_volume_price_divergence
[2025-12-04T20:28:51.594500] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_volume_price_divergence']
[2025-12-04T20:28:51.702550] [FATAL] [FORECASTER] Failed to test lookback=11: [20:28:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:51.812278] [FATAL] [FORECASTER] Failed to test lookback=10: [20:28:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:51.921177] [FATAL] [FORECASTER] Failed to test lookback=9: [20:28:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.030745] [FATAL] [FORECASTER] Failed to test lookback=8: [20:28:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.143250] [FATAL] [FORECASTER] Failed to test lookback=7: [20:28:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.252942] [FATAL] [FORECASTER] Failed to test lookback=6: [20:28:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.365445] [FATAL] [FORECASTER] Failed to test lookback=5: [20:28:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.472397] [FATAL] [FORECASTER] Failed to test lookback=4: [20:28:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.584546] [FATAL] [FORECASTER] Failed to test lookback=3: [20:28:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.703602] [FATAL] [FORECASTER] Failed to test lookback=2: [20:28:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f9720ea6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f97211eba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f97211e96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f97211ea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f972117b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f9720db9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9749a54056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f9749a4f74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9749a5264e]


[2025-12-04T20:28:52.703962] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-12-04T20:28:52.705228] [INFO ] [CONFIGURE ] JOB ETA: 5s | Tests: 28/30 | Remaining: 2 | Rate: 25.8/min
[2025-12-04T20:28:52.705286] [INFO ] [CONFIGURE ] AFGC: Testing feature 28/29: add_volume_profile
[2025-12-04T20:28:52.705323] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_volume_profile']
[2025-12-04T20:28:53.006836] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:53.292900] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-04T20:28:53.586030] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:53.886688] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:54.171246] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:54.461347] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:54.740723] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:55.022597] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:55.304515] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:55.586202] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:55.586358] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_volume_profile (score: 50.00%)
[2025-12-04T20:28:55.587461] [INFO ] [CONFIGURE ] JOB ETA: 2s | Tests: 29/30 | Remaining: 1 | Rate: 25.6/min
[2025-12-04T20:28:55.587512] [INFO ] [CONFIGURE ] AFGC: Testing feature 29/29: add_vwap
[2025-12-04T20:28:55.587545] [INFO ] [CONFIGURE ] AFGC: Testing with features: ['add_obv_daily', 'add_range_position', 'add_vwap']
[2025-12-04T20:28:55.866321] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-04T20:28:56.149415] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-04T20:28:56.435169] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-04T20:28:56.728639] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-04T20:28:57.014327] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-04T20:28:57.309274] [DEBUG] [FORECASTER] AFGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-04T20:28:57.619696] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-04T20:28:57.907003] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-04T20:28:58.201951] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-04T20:28:58.493351] [DEBUG] [FORECASTER] AFGC: Forecast CORRECT: Date=2025-12-02, Predicted=1.0, Actual=1
[2025-12-04T20:28:58.493553] [INFO ] [CONFIGURE ] AFGC: DISCARDED add_vwap (score: 40.00%)
[2025-12-04T20:28:58.494926] [INFO ] [CONFIGURE ] JOB ETA: 0s | Tests: 30/30 | Remaining: 0 | Rate: 25.4/min
[2025-12-04T20:28:58.495038] [INFO ] [CONFIGURE ] AFGC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-04T20:28:58.495072] [INFO ] [CONFIGURE ] AFGC: Best accuracy: 70.00%
[2025-12-04T20:28:58.495102] [INFO ] [CONFIGURE ] AFGC: Best feature set (2 features): ['add_obv_daily', 'add_range_position']
[2025-12-04T20:28:58.495127] [INFO ] [CONFIGURE ] AFGC: Improvement over baseline: 20.00%
[2025-12-04T20:28:58.495151] [INFO ] [CONFIGURE ] AFGC: Total time: 1.2 minutes
[2025-12-04T20:28:58.495175] [INFO ] [CONFIGURE ] AFGC: Average time per feature: 2.4 seconds
[2025-12-04T20:28:58.495199] [INFO ] [CONFIGURE ] AFGC: Average speed: 0.42 features/sec
[2025-12-04T20:28:58.495504] [INFO ] [LOCAL     ] Saved configuration for AFGC: 2 features, 70.00% accuracy -> ./output/feature-sets/AFGC.json
[2025-12-04T20:28:58.495547] [INFO ] [CONFIGURE ] AFGC: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-12-04T20:28:58.496475] [INFO ] [sig       ] [1/1] AFGC OK in 1m 11s. ETA: 0.0s. Rate: 0.8 sym/min
[2025-12-04T20:28:58.516958] [INFO ] [sig       ] ==================================================
[2025-12-04T20:28:58.517125] [INFO ] [sig       ] Parallel configuration completed in 1m 11s
[2025-12-04T20:28:58.517194] [INFO ] [sig       ] Success rate: 100.0% (1/1 symbols)
[2025-12-04T20:28:59.073498] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)'
[2025-12-04T20:28:59.073697] [INFO ] [sig       ] Email notification sent
[2025-12-04T20:28:59.080549] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-04T20:28:59.080639] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-04T20:28:59.200467] [DEBUG] [REMOTE    ] Fetched 3547 unique symbols from directory listing.
[2025-12-04T20:28:59.204525] [INFO ] [sig       ] Found 3547 active symbols to forecast
[2025-12-04T20:28:59.207347] [INFO ] [sig       ] [1/3547] Forecasting AA...
[2025-12-04T20:28:59.207397] [INFO ] [sig       ] Generating forecast for: AA
[2025-12-04T20:28:59.207434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-12-04T20:28:59.223738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AA'.
[2025-12-04T20:28:59.224471] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-12-04T20:28:59.226058] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-12-04T20:28:59.226127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:28:59.226162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:28:59.226188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:28:59.226251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:28:59.283197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:28:59.284647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:28:59.284795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:28:59.284829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:28:59.415603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:28:59.415821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:28:59.415866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:28:59.415894] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:28:59.420033] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-12-04T20:28:59.420436] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-12-04T20:28:59.420682] [INFO ] [sig       ] AA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:28:59.562964] [INFO ] [LOCAL     ] Saved forecast: AA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AA.txt
[2025-12-04T20:28:59.563182] [INFO ] [sig       ] [1/3547] Completed AA in 0.4s | 2.81 sym/s | Total: 0.4s | ETA: 21.0m
[2025-12-04T20:28:59.563225] [INFO ] [sig       ] [2/3547] Forecasting AAOI...
[2025-12-04T20:28:59.563255] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-04T20:28:59.563288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-04T20:28:59.578196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-04T20:28:59.578913] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-04T20:28:59.580023] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-04T20:28:59.580079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:28:59.580114] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:28:59.580140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:28:59.580198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:28:59.645148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:28:59.646330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:28:59.646446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:28:59.646480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:28:59.773524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:28:59.773778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:28:59.773826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:28:59.773853] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:28:59.778010] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-04T20:28:59.778427] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-04T20:28:59.778616] [INFO ] [sig       ] AAOI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:28:59.942085] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AAOI.txt
[2025-12-04T20:28:59.942480] [INFO ] [sig       ] [2/3547] Completed AAOI in 0.4s | 2.72 sym/s | Total: 0.7s | ETA: 21.7m
[2025-12-04T20:28:59.942528] [INFO ] [sig       ] [3/3547] Forecasting AAON...
[2025-12-04T20:28:59.942560] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-04T20:28:59.942633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-04T20:28:59.955792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-04T20:28:59.956237] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-04T20:28:59.957529] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-04T20:28:59.957615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:28:59.957653] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:28:59.957680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:28:59.957737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:00.019708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:00.020675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:00.020763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:00.020796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:00.157195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:00.157390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:00.157456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:00.157505] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:00.162769] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-04T20:29:00.163223] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-04T20:29:00.163416] [INFO ] [sig       ] AAON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:00.380969] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AAON.txt
[2025-12-04T20:29:00.381262] [INFO ] [sig       ] [3/3547] Completed AAON in 0.4s | 2.56 sym/s | Total: 1.2s | ETA: 23.1m
[2025-12-04T20:29:00.381329] [INFO ] [sig       ] [4/3547] Forecasting AAP...
[2025-12-04T20:29:00.381381] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-04T20:29:00.381432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-04T20:29:00.398367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-04T20:29:00.399778] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-04T20:29:00.401377] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-04T20:29:00.401467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:00.401524] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:00.401565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:00.401673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:00.496204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:00.497453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:00.497638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:00.497698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:00.661656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:00.661831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:00.661896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:00.661945] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:00.667172] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-04T20:29:00.667658] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-04T20:29:00.667887] [INFO ] [sig       ] AAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:00.813258] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AAP.txt
[2025-12-04T20:29:00.813433] [INFO ] [sig       ] [4/3547] Completed AAP in 0.4s | 2.49 sym/s | Total: 1.6s | ETA: 23.7m
[2025-12-04T20:29:00.813473] [INFO ] [sig       ] [5/3547] Forecasting AAPB...
[2025-12-04T20:29:00.813503] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-04T20:29:00.813536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-04T20:29:00.826084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-04T20:29:00.826549] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-04T20:29:00.827480] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-04T20:29:00.827534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:00.827565] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:00.827613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:00.827670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:00.886842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:00.887777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:00.887866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:00.887899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:01.011106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:01.011262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:01.011305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:01.011332] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:01.014934] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-12-04T20:29:01.015262] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-04T20:29:01.015411] [INFO ] [sig       ] AAPB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:01.165423] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AAPB.txt
[2025-12-04T20:29:01.165562] [INFO ] [sig       ] [5/3547] Completed AAPB in 0.4s | 2.55 sym/s | Total: 2.0s | ETA: 23.1m
[2025-12-04T20:29:01.165620] [INFO ] [sig       ] [6/3547] Forecasting AAPD...
[2025-12-04T20:29:01.165650] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-04T20:29:01.165680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-04T20:29:01.177548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-04T20:29:01.177897] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-04T20:29:01.178751] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-04T20:29:01.178816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:01.178859] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:01.178887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:01.178943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:01.237187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:01.237961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:01.238043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:01.238076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:01.367516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:01.367679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:01.367721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:01.367766] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:01.371326] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=83.31%)
[2025-12-04T20:29:01.371652] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-04T20:29:01.371799] [INFO ] [sig       ] AAPD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:01.516096] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AAPD.txt
[2025-12-04T20:29:01.516233] [INFO ] [sig       ] [6/3547] Completed AAPD in 0.4s | 2.60 sym/s | Total: 2.3s | ETA: 22.7m
[2025-12-04T20:29:01.516271] [INFO ] [sig       ] [7/3547] Forecasting AAPL...
[2025-12-04T20:29:01.516299] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-04T20:29:01.516327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-04T20:29:01.528706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-04T20:29:01.529106] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-04T20:29:01.529980] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-04T20:29:01.530032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:01.530093] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:01.530120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:01.530176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:01.585981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:01.586865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:01.586947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:01.586978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:01.710344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:01.710500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:01.710539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:01.710566] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:01.714043] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2025-12-04T20:29:01.714338] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-04T20:29:01.714475] [INFO ] [sig       ] AAPL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:01.852739] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AAPL.txt
[2025-12-04T20:29:01.852882] [INFO ] [sig       ] [7/3547] Completed AAPL in 0.3s | 2.65 sym/s | Total: 2.6s | ETA: 22.3m
[2025-12-04T20:29:01.852920] [INFO ] [sig       ] [8/3547] Forecasting AAXJ...
[2025-12-04T20:29:01.852948] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-04T20:29:01.852977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-04T20:29:01.864662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-04T20:29:01.864962] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-04T20:29:01.865754] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-04T20:29:01.865804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:01.865835] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:01.865861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:01.865916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:01.921490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:01.922185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:01.922280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:01.922312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:02.045609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:02.045761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:02.045800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:02.045827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:02.049248] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-04T20:29:02.049542] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-04T20:29:02.049685] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:02.190493] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AAXJ.txt
[2025-12-04T20:29:02.190656] [INFO ] [sig       ] [8/3547] Completed AAXJ in 0.3s | 2.68 sym/s | Total: 3.0s | ETA: 22.0m
[2025-12-04T20:29:02.190697] [INFO ] [sig       ] [9/3547] Forecasting AB...
[2025-12-04T20:29:02.190726] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-04T20:29:02.190757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-04T20:29:02.204799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-04T20:29:02.205333] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-04T20:29:02.206294] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-04T20:29:02.206352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:02.206408] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:02.206448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:02.206508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:02.264628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:02.265744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:02.265840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:02.265872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:02.391076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:02.391314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:02.391359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:02.391387] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:02.395453] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=37.53%)
[2025-12-04T20:29:02.395878] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-04T20:29:02.396043] [INFO ] [sig       ] AB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:02.553756] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AB.txt
[2025-12-04T20:29:02.553967] [INFO ] [sig       ] [9/3547] Completed AB in 0.4s | 2.69 sym/s | Total: 3.3s | ETA: 21.9m
[2025-12-04T20:29:02.554020] [INFO ] [sig       ] [10/3547] Forecasting ABCB...
[2025-12-04T20:29:02.554050] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-04T20:29:02.554086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-04T20:29:02.568536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-04T20:29:02.569103] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-04T20:29:02.570019] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-04T20:29:02.570076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:02.570107] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:02.570150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:02.570207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:02.626413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:02.627530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:02.627657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:02.627691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:02.749545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:02.749790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:02.749834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:02.749863] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:02.753750] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-04T20:29:02.754097] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-04T20:29:02.754239] [INFO ] [sig       ] ABCB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:02.893730] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ABCB.txt
[2025-12-04T20:29:02.893878] [INFO ] [sig       ] [10/3547] Completed ABCB in 0.3s | 2.71 sym/s | Total: 3.7s | ETA: 21.7m
[2025-12-04T20:29:02.893915] [INFO ] [sig       ] [11/3547] Forecasting ABCL...
[2025-12-04T20:29:02.893943] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-04T20:29:02.893973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-04T20:29:02.908220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-04T20:29:02.908821] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-04T20:29:02.909797] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-04T20:29:02.909851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:02.909884] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:02.909909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:02.909967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:02.968783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:02.969874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:02.969972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:02.970002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:03.092370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:03.092615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:03.092663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:03.092692] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:03.096625] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-04T20:29:03.096978] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-04T20:29:03.097131] [INFO ] [sig       ] ABCL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:03.240157] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ABCL.txt
[2025-12-04T20:29:03.240351] [INFO ] [sig       ] [11/3547] Completed ABCL in 0.3s | 2.73 sym/s | Total: 4.0s | ETA: 21.6m
[2025-12-04T20:29:03.240392] [INFO ] [sig       ] [12/3547] Forecasting ABEO...
[2025-12-04T20:29:03.240422] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-04T20:29:03.240452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-04T20:29:03.254114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-04T20:29:03.254566] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-04T20:29:03.255442] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-04T20:29:03.255494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:03.255526] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:03.255551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:03.255626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:03.312602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:03.313386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:03.313473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:03.313504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:03.435563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:03.435738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:03.435789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:03.435822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:03.439424] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=23.26%)
[2025-12-04T20:29:03.439726] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-04T20:29:03.439861] [INFO ] [sig       ] ABEO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:03.583680] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ABEO.txt
[2025-12-04T20:29:03.583831] [INFO ] [sig       ] [12/3547] Completed ABEO in 0.3s | 2.74 sym/s | Total: 4.4s | ETA: 21.5m
[2025-12-04T20:29:03.583868] [INFO ] [sig       ] [13/3547] Forecasting ABG...
[2025-12-04T20:29:03.583897] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-04T20:29:03.583927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-04T20:29:03.595935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-04T20:29:03.596289] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-04T20:29:03.597140] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-04T20:29:03.597191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:03.597226] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:03.597267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:03.597365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:03.657857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:03.658779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:03.658866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:03.658901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:03.784549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:03.784734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:03.784773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:03.784800] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:03.788307] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=56.14%)
[2025-12-04T20:29:03.788607] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-04T20:29:03.788741] [INFO ] [sig       ] ABG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:03.937527] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ABG.txt
[2025-12-04T20:29:03.937700] [INFO ] [sig       ] [13/3547] Completed ABG in 0.4s | 2.75 sym/s | Total: 4.7s | ETA: 21.4m
[2025-12-04T20:29:03.937742] [INFO ] [sig       ] [14/3547] Forecasting ABL...
[2025-12-04T20:29:03.937770] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-04T20:29:03.937805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-04T20:29:03.949709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-04T20:29:03.950026] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-04T20:29:03.950874] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-04T20:29:03.950924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:03.950955] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:03.950987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:03.951065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:04.011419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:04.012303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:04.012387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:04.012418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:04.133392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:04.133554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:04.133612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:04.133641] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:04.137345] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-04T20:29:04.137750] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-04T20:29:04.137895] [INFO ] [sig       ] ABL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:04.280075] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ABL.txt
[2025-12-04T20:29:04.280202] [INFO ] [sig       ] [14/3547] Completed ABL in 0.3s | 2.76 sym/s | Total: 5.1s | ETA: 21.3m
[2025-12-04T20:29:04.280244] [INFO ] [sig       ] [15/3547] Forecasting ABM...
[2025-12-04T20:29:04.280278] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-04T20:29:04.280313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-04T20:29:04.291906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-04T20:29:04.292189] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-04T20:29:04.292967] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-04T20:29:04.293017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:04.293047] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:04.293072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:04.293127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:04.351521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:04.352919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:04.353043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:04.353088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:04.481067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:04.481302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:04.481351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:04.481415] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:04.485792] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-04T20:29:04.486247] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-04T20:29:04.486442] [INFO ] [sig       ] ABM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:04.632189] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ABM.txt
[2025-12-04T20:29:04.632374] [INFO ] [sig       ] [15/3547] Completed ABM in 0.4s | 2.76 sym/s | Total: 5.4s | ETA: 21.3m
[2025-12-04T20:29:04.632420] [INFO ] [sig       ] [16/3547] Forecasting ABNB...
[2025-12-04T20:29:04.632447] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-04T20:29:04.632477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-04T20:29:04.644416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-04T20:29:04.644722] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-04T20:29:04.645519] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-04T20:29:04.645569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:04.645633] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:04.645658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:04.645712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:04.707080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:04.707954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:04.708037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:04.708070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:04.832975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:04.833143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:04.833184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:04.833211] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:04.836936] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2025-12-04T20:29:04.837286] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-04T20:29:04.837442] [INFO ] [sig       ] ABNB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:04.978610] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ABNB.txt
[2025-12-04T20:29:04.978781] [INFO ] [sig       ] [16/3547] Completed ABNB in 0.3s | 2.77 sym/s | Total: 5.8s | ETA: 21.2m
[2025-12-04T20:29:04.978821] [INFO ] [sig       ] [17/3547] Forecasting ABOS...
[2025-12-04T20:29:04.978849] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-04T20:29:04.978879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-04T20:29:04.990910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-04T20:29:04.991276] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-04T20:29:04.992098] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-04T20:29:04.992148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:04.992178] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:04.992203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:04.992257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:05.047938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:05.048859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:05.048979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:05.049012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:05.167869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:05.168027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:05.168067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:05.168093] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:05.171509] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2025-12-04T20:29:05.171827] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-04T20:29:05.171952] [INFO ] [sig       ] ABOS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:05.311999] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ABOS.txt
[2025-12-04T20:29:05.312170] [INFO ] [sig       ] [17/3547] Completed ABOS in 0.3s | 2.78 sym/s | Total: 6.1s | ETA: 21.1m
[2025-12-04T20:29:05.312209] [INFO ] [sig       ] [18/3547] Forecasting ABSI...
[2025-12-04T20:29:05.312238] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-04T20:29:05.312269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-04T20:29:05.324533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-04T20:29:05.324936] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-04T20:29:05.325742] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-04T20:29:05.325791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:05.325822] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:05.325847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:05.325901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:05.381778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:05.382675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:05.382758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:05.382789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:05.501228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:05.501386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:05.501425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:05.501452] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:05.504820] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-04T20:29:05.505093] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-04T20:29:05.505216] [INFO ] [sig       ] ABSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:05.642594] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ABSI.txt
[2025-12-04T20:29:05.642739] [INFO ] [sig       ] [18/3547] Completed ABSI in 0.3s | 2.80 sym/s | Total: 6.4s | ETA: 21.0m
[2025-12-04T20:29:05.642777] [INFO ] [sig       ] [19/3547] Forecasting ABUS...
[2025-12-04T20:29:05.642805] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-04T20:29:05.642835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-04T20:29:05.654320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-04T20:29:05.654652] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-04T20:29:05.655412] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-04T20:29:05.655462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:05.655492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:05.655517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:05.655594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:05.711422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:05.712345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:05.712428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:05.712460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:05.826108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:05.826278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:05.826324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:05.826358] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:05.829770] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-04T20:29:05.830038] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-04T20:29:05.830160] [INFO ] [sig       ] ABUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:05.967303] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ABUS.txt
[2025-12-04T20:29:05.967430] [INFO ] [sig       ] [19/3547] Completed ABUS in 0.3s | 2.81 sym/s | Total: 6.8s | ETA: 20.9m
[2025-12-04T20:29:05.967468] [INFO ] [sig       ] [20/3547] Forecasting ABVC...
[2025-12-04T20:29:05.967495] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-04T20:29:05.967525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-04T20:29:05.979307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-04T20:29:05.979635] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-04T20:29:05.980406] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-04T20:29:05.980456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:05.980487] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:05.980513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:05.980592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:06.037779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:06.038728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:06.038812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:06.038843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:06.160867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:06.161028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:06.161066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:06.161094] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:06.164597] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-12-04T20:29:06.164891] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-04T20:29:06.165021] [INFO ] [sig       ] ABVC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:06.305761] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ABVC.txt
[2025-12-04T20:29:06.305928] [INFO ] [sig       ] [20/3547] Completed ABVC in 0.3s | 2.82 sym/s | Total: 7.1s | ETA: 20.9m
[2025-12-04T20:29:06.305967] [INFO ] [sig       ] [21/3547] Forecasting ABVE...
[2025-12-04T20:29:06.305994] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-04T20:29:06.306025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-04T20:29:06.318746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-04T20:29:06.319054] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-04T20:29:06.319892] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-04T20:29:06.319943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:06.319973] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:06.319999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:06.320054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:06.378328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:06.379017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:06.379094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:06.379124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:06.498876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:06.499026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:06.499064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:06.499092] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:06.502823] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-12-04T20:29:06.503101] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-04T20:29:06.503229] [INFO ] [sig       ] ABVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:06.647537] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ABVE.txt
[2025-12-04T20:29:06.647691] [INFO ] [sig       ] [21/3547] Completed ABVE in 0.3s | 2.82 sym/s | Total: 7.4s | ETA: 20.8m
[2025-12-04T20:29:06.647729] [INFO ] [sig       ] [22/3547] Forecasting ABVX...
[2025-12-04T20:29:06.647756] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-04T20:29:06.647787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-04T20:29:06.659901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-04T20:29:06.660215] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-04T20:29:06.661014] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-04T20:29:06.661066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:06.661097] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:06.661123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:06.661187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:06.718614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:06.719255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:06.719335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:06.719365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:06.839096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:06.839267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:06.839320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:06.839354] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:06.842886] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-04T20:29:06.843199] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-04T20:29:06.843335] [INFO ] [sig       ] ABVX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:06.985925] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ABVX.txt
[2025-12-04T20:29:06.986090] [INFO ] [sig       ] [22/3547] Completed ABVX in 0.3s | 2.83 sym/s | Total: 7.8s | ETA: 20.8m
[2025-12-04T20:29:06.986130] [INFO ] [sig       ] [23/3547] Forecasting ACA...
[2025-12-04T20:29:06.986158] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-04T20:29:06.986188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-04T20:29:07.000011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-04T20:29:07.000494] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-04T20:29:07.001411] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-04T20:29:07.001480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:07.001514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:07.001540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:07.001615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:07.059494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:07.060511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:07.060625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:07.060666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:07.186220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:07.186447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:07.186491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:07.186520] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:07.190365] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-12-04T20:29:07.190695] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-04T20:29:07.190839] [INFO ] [sig       ] ACA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:07.332755] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACA.txt
[2025-12-04T20:29:07.332933] [INFO ] [sig       ] [23/3547] Completed ACA in 0.3s | 2.83 sym/s | Total: 8.1s | ETA: 20.7m
[2025-12-04T20:29:07.332973] [INFO ] [sig       ] [24/3547] Forecasting ACAD...
[2025-12-04T20:29:07.333001] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-04T20:29:07.333031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-04T20:29:07.346567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-04T20:29:07.347045] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-04T20:29:07.347976] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-04T20:29:07.348028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:07.348096] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:07.348123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:07.348181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:07.404441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:07.405217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:07.405307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:07.405338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:07.523548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:07.523737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:07.523780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:07.523807] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:07.527470] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=34.55%)
[2025-12-04T20:29:07.527786] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-04T20:29:07.527931] [INFO ] [sig       ] ACAD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:07.679469] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACAD.txt
[2025-12-04T20:29:07.679662] [INFO ] [sig       ] [24/3547] Completed ACAD in 0.3s | 2.83 sym/s | Total: 8.5s | ETA: 20.7m
[2025-12-04T20:29:07.679722] [INFO ] [sig       ] [25/3547] Forecasting ACB...
[2025-12-04T20:29:07.679751] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-04T20:29:07.679782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-04T20:29:07.692043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-04T20:29:07.692437] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-04T20:29:07.693269] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-04T20:29:07.693333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:07.693375] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:07.693405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:07.693462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:07.752272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:07.753140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:07.753219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:07.753253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:07.878588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:07.878742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:07.878783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:07.878811] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:07.882221] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-04T20:29:07.882510] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-04T20:29:07.882655] [INFO ] [sig       ] ACB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:08.021364] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACB.txt
[2025-12-04T20:29:08.021521] [INFO ] [sig       ] [25/3547] Completed ACB in 0.3s | 2.84 sym/s | Total: 8.8s | ETA: 20.7m
[2025-12-04T20:29:08.021561] [INFO ] [sig       ] [26/3547] Forecasting ACCO...
[2025-12-04T20:29:08.021611] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-04T20:29:08.021643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-04T20:29:08.033728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-04T20:29:08.034079] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-04T20:29:08.034864] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-04T20:29:08.034914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:08.034945] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:08.034971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:08.035025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:08.091133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:08.091978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:08.092056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:08.092089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:08.214014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:08.214161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:08.214201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:08.214229] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:08.217621] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-12-04T20:29:08.217899] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-04T20:29:08.218025] [INFO ] [sig       ] ACCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:08.358016] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACCO.txt
[2025-12-04T20:29:08.358151] [INFO ] [sig       ] [26/3547] Completed ACCO in 0.3s | 2.84 sym/s | Total: 9.2s | ETA: 20.7m
[2025-12-04T20:29:08.358194] [INFO ] [sig       ] [27/3547] Forecasting ACEL...
[2025-12-04T20:29:08.358223] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-04T20:29:08.358254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-04T20:29:08.370029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-04T20:29:08.370296] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-04T20:29:08.371160] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-04T20:29:08.371211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:08.371241] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:08.371265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:08.371321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:08.429712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:08.430370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:08.430453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:08.430485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:08.544949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:08.545094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:08.545133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:08.545194] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:08.548659] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-12-04T20:29:08.548939] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-04T20:29:08.549069] [INFO ] [sig       ] ACEL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:08.692270] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACEL.txt
[2025-12-04T20:29:08.692411] [INFO ] [sig       ] [27/3547] Completed ACEL in 0.3s | 2.85 sym/s | Total: 9.5s | ETA: 20.6m
[2025-12-04T20:29:08.692456] [INFO ] [sig       ] [28/3547] Forecasting ACGL...
[2025-12-04T20:29:08.692484] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-04T20:29:08.692513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-04T20:29:08.703960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-04T20:29:08.704251] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-04T20:29:08.705082] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-04T20:29:08.705133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:08.705162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:08.705187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:08.705242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:08.762273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:08.763022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:08.763098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:08.763130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:08.879845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:08.879992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:08.880032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:08.880060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:08.883435] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=24.73%)
[2025-12-04T20:29:08.883758] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-04T20:29:08.883937] [INFO ] [sig       ] ACGL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:09.022274] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACGL.txt
[2025-12-04T20:29:09.022412] [INFO ] [sig       ] [28/3547] Completed ACGL in 0.3s | 2.85 sym/s | Total: 9.8s | ETA: 20.6m
[2025-12-04T20:29:09.022450] [INFO ] [sig       ] [29/3547] Forecasting ACGLN...
[2025-12-04T20:29:09.022477] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-04T20:29:09.022507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-04T20:29:09.034630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-04T20:29:09.034986] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-04T20:29:09.035805] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-04T20:29:09.035857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:09.035889] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:09.035916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:09.035973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:09.092537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:09.093185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:09.093263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:09.093295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:09.213659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:09.213785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:09.213824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:09.213854] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:09.217190] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-12-04T20:29:09.217464] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-04T20:29:09.217606] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:09.356531] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACGLN.txt
[2025-12-04T20:29:09.356692] [INFO ] [sig       ] [29/3547] Completed ACGLN in 0.3s | 2.86 sym/s | Total: 10.1s | ETA: 20.5m
[2025-12-04T20:29:09.356731] [INFO ] [sig       ] [30/3547] Forecasting ACGLO...
[2025-12-04T20:29:09.356759] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-04T20:29:09.356790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-04T20:29:09.368497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-04T20:29:09.368848] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-04T20:29:09.369652] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-04T20:29:09.369704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:09.369734] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:09.369760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:09.369815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:09.442624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:09.443483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:09.443589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:09.443624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:09.560691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:09.560849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:09.560907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:09.560935] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:09.564291] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-04T20:29:09.564561] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-04T20:29:09.564706] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:09.705903] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACGLO.txt
[2025-12-04T20:29:09.706066] [INFO ] [sig       ] [30/3547] Completed ACGLO in 0.3s | 2.86 sym/s | Total: 10.5s | ETA: 20.5m
[2025-12-04T20:29:09.706105] [INFO ] [sig       ] [31/3547] Forecasting ACHC...
[2025-12-04T20:29:09.706133] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-04T20:29:09.706163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-04T20:29:09.717873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-04T20:29:09.718339] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-04T20:29:09.719204] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-04T20:29:09.719257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:09.719289] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:09.719315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:09.719371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:09.778027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:09.778876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:09.778961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:09.778992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:09.907609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:09.907773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:09.907812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:09.907839] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:09.911313] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-12-04T20:29:09.911616] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-04T20:29:09.911751] [INFO ] [sig       ] ACHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:10.050902] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACHC.txt
[2025-12-04T20:29:10.051065] [INFO ] [sig       ] [31/3547] Completed ACHC in 0.3s | 2.86 sym/s | Total: 10.8s | ETA: 20.5m
[2025-12-04T20:29:10.051105] [INFO ] [sig       ] [32/3547] Forecasting ACI...
[2025-12-04T20:29:10.051132] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-04T20:29:10.051161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-04T20:29:10.063378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-04T20:29:10.063801] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-04T20:29:10.064591] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-04T20:29:10.064643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:10.064674] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:10.064699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:10.064753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:10.120958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:10.121865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:10.121947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:10.121978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:10.239560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:10.239734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:10.239774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:10.239801] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:10.243238] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-12-04T20:29:10.243546] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-04T20:29:10.243702] [INFO ] [sig       ] ACI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:10.384881] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACI.txt
[2025-12-04T20:29:10.385011] [INFO ] [sig       ] [32/3547] Completed ACI in 0.3s | 2.86 sym/s | Total: 11.2s | ETA: 20.5m
[2025-12-04T20:29:10.385048] [INFO ] [sig       ] [33/3547] Forecasting ACIC...
[2025-12-04T20:29:10.385076] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-04T20:29:10.385106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-04T20:29:10.401085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-04T20:29:10.401375] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-04T20:29:10.402150] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-04T20:29:10.402200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:10.402230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:10.402255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:10.402308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:10.458674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:10.459290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:10.459365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:10.459396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:10.578701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:10.578845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:10.578882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:10.578914] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:10.582192] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-04T20:29:10.582464] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-04T20:29:10.582604] [INFO ] [sig       ] ACIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:10.719336] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACIC.txt
[2025-12-04T20:29:10.719468] [INFO ] [sig       ] [33/3547] Completed ACIC in 0.3s | 2.87 sym/s | Total: 11.5s | ETA: 20.4m
[2025-12-04T20:29:10.719507] [INFO ] [sig       ] [34/3547] Forecasting ACLS...
[2025-12-04T20:29:10.719534] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-04T20:29:10.719563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-04T20:29:10.731055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-04T20:29:10.731388] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-04T20:29:10.732189] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-04T20:29:10.732239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:10.732282] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:10.732309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:10.732364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:10.787485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:10.788148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:10.788254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:10.788299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:10.905362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:10.905518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:10.905558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:10.905603] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:10.908938] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-12-04T20:29:10.909212] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-04T20:29:10.909336] [INFO ] [sig       ] ACLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:11.045257] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACLS.txt
[2025-12-04T20:29:11.045392] [INFO ] [sig       ] [34/3547] Completed ACLS in 0.3s | 2.87 sym/s | Total: 11.8s | ETA: 20.4m
[2025-12-04T20:29:11.045428] [INFO ] [sig       ] [35/3547] Forecasting ACLX...
[2025-12-04T20:29:11.045456] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-04T20:29:11.045485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-04T20:29:11.058305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-04T20:29:11.058783] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-04T20:29:11.059736] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-04T20:29:11.059795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:11.059835] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:11.059871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:11.059951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:11.124861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:11.125808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:11.125894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:11.125927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:11.255415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:11.255562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:11.255626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:11.255654] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:11.259246] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-04T20:29:11.259518] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-04T20:29:11.259659] [INFO ] [sig       ] ACLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:11.403066] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACLX.txt
[2025-12-04T20:29:11.403207] [INFO ] [sig       ] [35/3547] Completed ACLX in 0.4s | 2.87 sym/s | Total: 12.2s | ETA: 20.4m
[2025-12-04T20:29:11.403244] [INFO ] [sig       ] [36/3547] Forecasting ACM...
[2025-12-04T20:29:11.403273] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-04T20:29:11.403301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-04T20:29:11.414608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-04T20:29:11.414928] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-04T20:29:11.415765] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-04T20:29:11.415817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:11.415848] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:11.415873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:11.415929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:11.473206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:11.474083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:11.474166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:11.474198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:11.594849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:11.594999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:11.595040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:11.595067] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:11.598470] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-04T20:29:11.598759] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-04T20:29:11.598884] [INFO ] [sig       ] ACM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:11.738936] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACM.txt
[2025-12-04T20:29:11.739062] [INFO ] [sig       ] [36/3547] Completed ACM in 0.3s | 2.87 sym/s | Total: 12.5s | ETA: 20.4m
[2025-12-04T20:29:11.739099] [INFO ] [sig       ] [37/3547] Forecasting ACN...
[2025-12-04T20:29:11.739126] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-04T20:29:11.739155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-04T20:29:11.750167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-04T20:29:11.750465] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-04T20:29:11.751257] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-04T20:29:11.751306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:11.751337] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:11.751363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:11.751417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:11.806720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:11.807328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:11.807406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:11.807442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:11.928267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:11.928425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:11.928468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:11.928498] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:11.931937] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-04T20:29:11.932201] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-04T20:29:11.932324] [INFO ] [sig       ] ACN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:12.071392] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACN.txt
[2025-12-04T20:29:12.071543] [INFO ] [sig       ] [37/3547] Completed ACN in 0.3s | 2.88 sym/s | Total: 12.9s | ETA: 20.3m
[2025-12-04T20:29:12.071598] [INFO ] [sig       ] [38/3547] Forecasting ACNB...
[2025-12-04T20:29:12.071636] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-04T20:29:12.071666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-04T20:29:12.083066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-04T20:29:12.083408] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-04T20:29:12.084242] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-04T20:29:12.084294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:12.084324] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:12.084349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:12.084404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:12.141857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:12.142597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:12.142680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:12.142713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:12.259661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:12.259794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:12.259832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:12.259858] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:12.263160] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-12-04T20:29:12.263427] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-04T20:29:12.263550] [INFO ] [sig       ] ACNB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:12.401881] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACNB.txt
[2025-12-04T20:29:12.402015] [INFO ] [sig       ] [38/3547] Completed ACNB in 0.3s | 2.88 sym/s | Total: 13.2s | ETA: 20.3m
[2025-12-04T20:29:12.402052] [INFO ] [sig       ] [39/3547] Forecasting ACON...
[2025-12-04T20:29:12.402082] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-04T20:29:12.402111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-04T20:29:12.413683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-04T20:29:12.414023] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-04T20:29:12.414866] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-04T20:29:12.414917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:12.414948] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:12.414975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:12.415032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:12.473114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:12.473983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:12.474063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:12.474095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:12.583065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:12.583223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:12.583262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:12.583290] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:12.586751] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-04T20:29:12.587058] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-04T20:29:12.587193] [INFO ] [sig       ] ACON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:12.738255] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACON.txt
[2025-12-04T20:29:12.738434] [INFO ] [sig       ] [39/3547] Completed ACON in 0.3s | 2.88 sym/s | Total: 13.5s | ETA: 20.3m
[2025-12-04T20:29:12.738474] [INFO ] [sig       ] [40/3547] Forecasting ACP...
[2025-12-04T20:29:12.738505] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-04T20:29:12.738534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-04T20:29:12.753068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-04T20:29:12.753489] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-04T20:29:12.754569] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-04T20:29:12.754653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:12.754699] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:12.754740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:12.754824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:12.820411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:12.821290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:12.821374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:12.821406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:12.939621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:12.939765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:12.939804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:12.939832] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:12.943174] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=62.81%)
[2025-12-04T20:29:12.943447] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-04T20:29:12.943617] [INFO ] [sig       ] ACP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:13.080326] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACP.txt
[2025-12-04T20:29:13.080451] [INFO ] [sig       ] [40/3547] Completed ACP in 0.3s | 2.88 sym/s | Total: 13.9s | ETA: 20.3m
[2025-12-04T20:29:13.080488] [INFO ] [sig       ] [41/3547] Forecasting ACRE...
[2025-12-04T20:29:13.080517] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-04T20:29:13.080545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-04T20:29:13.091278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-04T20:29:13.091557] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-04T20:29:13.092331] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-04T20:29:13.092381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:13.092438] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:13.092465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:13.092520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:13.148086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:13.148816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:13.148894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:13.148926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:13.268946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:13.269086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:13.269126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:13.269170] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:13.272446] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-04T20:29:13.272734] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-04T20:29:13.272855] [INFO ] [sig       ] ACRE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:13.413225] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACRE.txt
[2025-12-04T20:29:13.413431] [INFO ] [sig       ] [41/3547] Completed ACRE in 0.3s | 2.89 sym/s | Total: 14.2s | ETA: 20.2m
[2025-12-04T20:29:13.413473] [INFO ] [sig       ] [42/3547] Forecasting ACRS...
[2025-12-04T20:29:13.413502] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-04T20:29:13.413531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-04T20:29:13.426710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-04T20:29:13.427140] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-04T20:29:13.428037] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-04T20:29:13.428088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:13.428119] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:13.428145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:13.428202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:13.487308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:13.488385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:13.488486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:13.488518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:13.606189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:13.606408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:13.606452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:13.606479] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:13.610305] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-04T20:29:13.610781] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-04T20:29:13.610934] [INFO ] [sig       ] ACRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:13.754154] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACRS.txt
[2025-12-04T20:29:13.754315] [INFO ] [sig       ] [42/3547] Completed ACRS in 0.3s | 2.89 sym/s | Total: 14.5s | ETA: 20.2m
[2025-12-04T20:29:13.754353] [INFO ] [sig       ] [43/3547] Forecasting ACTG...
[2025-12-04T20:29:13.754380] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-04T20:29:13.754409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-04T20:29:13.767204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-04T20:29:13.767595] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-04T20:29:13.768479] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-04T20:29:13.768530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:13.768562] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:13.768621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:13.768679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:13.828667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:13.829925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:13.830024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:13.830078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:13.956474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:13.956682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:13.956729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:13.956757] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:13.960683] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-04T20:29:13.961068] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-04T20:29:13.961228] [INFO ] [sig       ] ACTG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:14.114972] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACTG.txt
[2025-12-04T20:29:14.115140] [INFO ] [sig       ] [43/3547] Completed ACTG in 0.4s | 2.88 sym/s | Total: 14.9s | ETA: 20.2m
[2025-12-04T20:29:14.115179] [INFO ] [sig       ] [44/3547] Forecasting ACVA...
[2025-12-04T20:29:14.115209] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-04T20:29:14.115239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-04T20:29:14.127280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-04T20:29:14.127642] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-04T20:29:14.128458] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-04T20:29:14.128511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:14.128548] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:14.128595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:14.128653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:14.184227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:14.185003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:14.185083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:14.185115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:14.302054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:14.302204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:14.302243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:14.302301] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:14.305666] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-04T20:29:14.305935] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-04T20:29:14.306060] [INFO ] [sig       ] ACVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:14.445245] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACVA.txt
[2025-12-04T20:29:14.445396] [INFO ] [sig       ] [44/3547] Completed ACVA in 0.3s | 2.89 sym/s | Total: 15.2s | ETA: 20.2m
[2025-12-04T20:29:14.445435] [INFO ] [sig       ] [45/3547] Forecasting ACWI...
[2025-12-04T20:29:14.445462] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-04T20:29:14.445491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-04T20:29:14.458001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-04T20:29:14.458408] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-04T20:29:14.459214] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-04T20:29:14.459264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:14.459294] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:14.459318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:14.459384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:14.517043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:14.517998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:14.518083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:14.518117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:14.640705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:14.640891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:14.640933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:14.640970] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:14.644337] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2025-12-04T20:29:14.644634] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-04T20:29:14.644761] [INFO ] [sig       ] ACWI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:14.792491] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACWI.txt
[2025-12-04T20:29:14.792692] [INFO ] [sig       ] [45/3547] Completed ACWI in 0.3s | 2.89 sym/s | Total: 15.6s | ETA: 20.2m
[2025-12-04T20:29:14.792736] [INFO ] [sig       ] [46/3547] Forecasting ACWX...
[2025-12-04T20:29:14.792763] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-04T20:29:14.792794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-04T20:29:14.805258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-04T20:29:14.805660] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-04T20:29:14.806456] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-04T20:29:14.806508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:14.806539] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:14.806565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:14.806650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:14.862606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:14.863498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:14.863603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:14.863636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:14.985173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:14.985327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:14.985367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:14.985394] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:14.988853] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-04T20:29:14.989119] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-04T20:29:14.989243] [INFO ] [sig       ] ACWX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:15.125789] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ACWX.txt
[2025-12-04T20:29:15.125925] [INFO ] [sig       ] [46/3547] Completed ACWX in 0.3s | 2.89 sym/s | Total: 15.9s | ETA: 20.2m
[2025-12-04T20:29:15.125963] [INFO ] [sig       ] [47/3547] Forecasting ACXP...
[2025-12-04T20:29:15.125991] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-04T20:29:15.126020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-04T20:29:15.138854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-04T20:29:15.139184] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-04T20:29:15.140000] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-04T20:29:15.140062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:15.140092] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:15.140117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:15.140170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:15.196684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:15.197491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:15.197594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:15.197628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:15.313881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:15.314019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:15.314057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:15.314084] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:15.317398] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-04T20:29:15.317685] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-04T20:29:15.317814] [INFO ] [sig       ] ACXP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:15.462717] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ACXP.txt
[2025-12-04T20:29:15.462909] [INFO ] [sig       ] [47/3547] Completed ACXP in 0.3s | 2.89 sym/s | Total: 16.3s | ETA: 20.2m
[2025-12-04T20:29:15.462947] [INFO ] [sig       ] [48/3547] Forecasting ADBE...
[2025-12-04T20:29:15.462975] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-04T20:29:15.463005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-04T20:29:15.474311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-04T20:29:15.474628] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-04T20:29:15.475419] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-04T20:29:15.475468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:15.475498] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:15.475523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:15.475597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:15.533797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:15.534758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:15.534844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:15.534877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:15.655084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:15.655243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:15.655284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:15.655314] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:15.658819] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-04T20:29:15.659108] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-04T20:29:15.659240] [INFO ] [sig       ] ADBE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:15.800924] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADBE.txt
[2025-12-04T20:29:15.801080] [INFO ] [sig       ] [48/3547] Completed ADBE in 0.3s | 2.89 sym/s | Total: 16.6s | ETA: 20.2m
[2025-12-04T20:29:15.801120] [INFO ] [sig       ] [49/3547] Forecasting ADC...
[2025-12-04T20:29:15.801148] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-04T20:29:15.801179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-04T20:29:15.813074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-04T20:29:15.813438] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-04T20:29:15.814243] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-04T20:29:15.814294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:15.814324] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:15.814349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:15.814403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:15.870196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:15.870898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:15.870978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:15.871009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:15.986266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:15.986418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:15.986457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:15.986484] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:15.989861] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-12-04T20:29:15.990140] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-04T20:29:15.990268] [INFO ] [sig       ] ADC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:16.130684] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADC.txt
[2025-12-04T20:29:16.130845] [INFO ] [sig       ] [49/3547] Completed ADC in 0.3s | 2.90 sym/s | Total: 16.9s | ETA: 20.1m
[2025-12-04T20:29:16.130889] [INFO ] [sig       ] [50/3547] Forecasting ADEA...
[2025-12-04T20:29:16.130919] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-04T20:29:16.130952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-04T20:29:16.143162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-04T20:29:16.143531] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-04T20:29:16.144323] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-04T20:29:16.144372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:16.144401] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:16.144426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:16.144480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:16.200711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:16.201552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:16.201651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:16.201683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:16.317564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:16.317730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:16.317770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:16.317798] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:16.321094] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-04T20:29:16.321365] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-04T20:29:16.321488] [INFO ] [sig       ] ADEA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:16.459510] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ADEA.txt
[2025-12-04T20:29:16.459686] [INFO ] [sig       ] [50/3547] Completed ADEA in 0.3s | 2.90 sym/s | Total: 17.3s | ETA: 20.1m
[2025-12-04T20:29:16.459729] [INFO ] [sig       ] [51/3547] Forecasting ADI...
[2025-12-04T20:29:16.459757] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-04T20:29:16.459786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-04T20:29:16.471358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-04T20:29:16.471659] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-04T20:29:16.472406] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-04T20:29:16.472455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:16.472485] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:16.472512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:16.472567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:16.529245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:16.530082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:16.530194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:16.530227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:16.654790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:16.654956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:16.655003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:16.655033] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:16.658462] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-12-04T20:29:16.658760] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-04T20:29:16.658891] [INFO ] [sig       ] ADI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:16.797828] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ADI.txt
[2025-12-04T20:29:16.797987] [INFO ] [sig       ] [51/3547] Completed ADI in 0.3s | 2.90 sym/s | Total: 17.6s | ETA: 20.1m
[2025-12-04T20:29:16.798025] [INFO ] [sig       ] [52/3547] Forecasting ADM...
[2025-12-04T20:29:16.798053] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-04T20:29:16.798084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-04T20:29:16.809707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-04T20:29:16.809964] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-04T20:29:16.810740] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-04T20:29:16.810790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:16.810820] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:16.810846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:16.810901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:16.867171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:16.867805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:16.867882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:16.867914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:16.987905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:16.988081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:16.988139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:16.988182] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:16.991748] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-04T20:29:16.992096] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-04T20:29:16.992233] [INFO ] [sig       ] ADM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:17.131107] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADM.txt
[2025-12-04T20:29:17.131234] [INFO ] [sig       ] [52/3547] Completed ADM in 0.3s | 2.90 sym/s | Total: 17.9s | ETA: 20.1m
[2025-12-04T20:29:17.131271] [INFO ] [sig       ] [53/3547] Forecasting ADMA...
[2025-12-04T20:29:17.131299] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-04T20:29:17.131328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-04T20:29:17.142512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-04T20:29:17.142826] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-04T20:29:17.143642] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-04T20:29:17.143695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:17.143727] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:17.143753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:17.143810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:17.200724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:17.201325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:17.201401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:17.201432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:17.322533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:17.322694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:17.322735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:17.322765] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:17.326129] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-04T20:29:17.326402] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-04T20:29:17.326529] [INFO ] [sig       ] ADMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:17.468330] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADMA.txt
[2025-12-04T20:29:17.468463] [INFO ] [sig       ] [53/3547] Completed ADMA in 0.3s | 2.90 sym/s | Total: 18.3s | ETA: 20.1m
[2025-12-04T20:29:17.468502] [INFO ] [sig       ] [54/3547] Forecasting ADP...
[2025-12-04T20:29:17.468531] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-04T20:29:17.468561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-04T20:29:17.479817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-04T20:29:17.480085] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-04T20:29:17.480857] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-04T20:29:17.480908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:17.480939] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:17.480974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:17.481030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:17.539028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:17.539697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:17.539774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:17.539808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:17.660771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:17.660940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:17.660982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:17.661012] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:17.664319] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-04T20:29:17.664605] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-04T20:29:17.664737] [INFO ] [sig       ] ADP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:17.801980] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADP.txt
[2025-12-04T20:29:17.802122] [INFO ] [sig       ] [54/3547] Completed ADP in 0.3s | 2.90 sym/s | Total: 18.6s | ETA: 20.0m
[2025-12-04T20:29:17.802160] [INFO ] [sig       ] [55/3547] Forecasting ADSE...
[2025-12-04T20:29:17.802188] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-04T20:29:17.802217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-04T20:29:17.814559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-04T20:29:17.814942] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-04T20:29:17.815785] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-04T20:29:17.815836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:17.815868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:17.815893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:17.815952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:17.872987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:17.873798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:17.873879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:17.873909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:17.992611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:17.992776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:17.992817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:17.992844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:17.996248] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-12-04T20:29:17.996524] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-04T20:29:17.996667] [INFO ] [sig       ] ADSE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:18.132558] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADSE.txt
[2025-12-04T20:29:18.132736] [INFO ] [sig       ] [55/3547] Completed ADSE in 0.3s | 2.91 sym/s | Total: 18.9s | ETA: 20.0m
[2025-12-04T20:29:18.132775] [INFO ] [sig       ] [56/3547] Forecasting ADSK...
[2025-12-04T20:29:18.132804] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-04T20:29:18.132832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-04T20:29:18.144739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-04T20:29:18.145126] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-04T20:29:18.145936] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-04T20:29:18.145988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:18.146018] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:18.146043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:18.146098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:18.202065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:18.202928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:18.203020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:18.203051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:18.322737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:18.322884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:18.322922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:18.322949] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:18.326240] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=30.40%)
[2025-12-04T20:29:18.326504] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-04T20:29:18.326642] [INFO ] [sig       ] ADSK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:18.463763] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADSK.txt
[2025-12-04T20:29:18.463889] [INFO ] [sig       ] [56/3547] Completed ADSK in 0.3s | 2.91 sym/s | Total: 19.3s | ETA: 20.0m
[2025-12-04T20:29:18.463926] [INFO ] [sig       ] [57/3547] Forecasting ADTN...
[2025-12-04T20:29:18.463954] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-04T20:29:18.463982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-04T20:29:18.476012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-04T20:29:18.476441] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-04T20:29:18.477293] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-04T20:29:18.477346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:18.477379] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:18.477405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:18.477459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:18.534915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:18.535877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:18.535969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:18.536000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:18.660930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:18.661062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:18.661102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:18.661129] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:18.664611] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=63.81%)
[2025-12-04T20:29:18.664887] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-04T20:29:18.665012] [INFO ] [sig       ] ADTN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:18.802621] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ADTN.txt
[2025-12-04T20:29:18.802766] [INFO ] [sig       ] [57/3547] Completed ADTN in 0.3s | 2.91 sym/s | Total: 19.6s | ETA: 20.0m
[2025-12-04T20:29:18.802805] [INFO ] [sig       ] [58/3547] Forecasting ADTX...
[2025-12-04T20:29:18.802833] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-04T20:29:18.802862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-04T20:29:18.813722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-04T20:29:18.814049] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-04T20:29:18.814844] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-04T20:29:18.814895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:18.814960] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:18.814989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:18.815044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:18.871471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:18.872194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:18.872278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:18.872309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:18.982083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:18.982243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:18.982284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:18.982310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:18.985798] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=54.69%)
[2025-12-04T20:29:18.986074] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-04T20:29:18.986201] [INFO ] [sig       ] ADTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:19.126151] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ADTX.txt
[2025-12-04T20:29:19.126377] [INFO ] [sig       ] [58/3547] Completed ADTX in 0.3s | 2.91 sym/s | Total: 19.9s | ETA: 20.0m
[2025-12-04T20:29:19.126422] [INFO ] [sig       ] [59/3547] Forecasting ADUS...
[2025-12-04T20:29:19.126450] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-04T20:29:19.126483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-04T20:29:19.140613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-04T20:29:19.141083] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-04T20:29:19.141959] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-04T20:29:19.142010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:19.142041] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:19.142067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:19.142121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:19.199403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:19.200420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:19.200517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:19.200550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:19.322258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:19.322487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:19.322535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:19.322563] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:19.326448] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-12-04T20:29:19.326788] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-04T20:29:19.326928] [INFO ] [sig       ] ADUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:19.463966] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADUS.txt
[2025-12-04T20:29:19.464185] [INFO ] [sig       ] [59/3547] Completed ADUS in 0.3s | 2.91 sym/s | Total: 20.3s | ETA: 20.0m
[2025-12-04T20:29:19.464226] [INFO ] [sig       ] [60/3547] Forecasting ADVM...
[2025-12-04T20:29:19.464255] [INFO ] [sig       ] Generating forecast for: ADVM
[2025-12-04T20:29:19.464286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'.
[2025-12-04T20:29:19.477012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADVM'.
[2025-12-04T20:29:19.477466] [INFO ] [FORECASTER] Starting predict_future for ADVM
[2025-12-04T20:29:19.478426] [DEBUG] [LOCAL     ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt
[2025-12-04T20:29:19.478483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:19.478514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:19.478539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:19.478613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:19.535192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:19.536264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:19.536388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:19.536420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:19.657402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:19.657644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:19.657692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:19.657720] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:19.661675] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-04T20:29:19.662019] [INFO ] [FORECASTER] Completed predict_future for ADVM
[2025-12-04T20:29:19.662167] [INFO ] [sig       ] ADVM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:19.802680] [INFO ] [LOCAL     ] Saved forecast: ADVM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ADVM.txt
[2025-12-04T20:29:19.802851] [INFO ] [sig       ] [60/3547] Completed ADVM in 0.3s | 2.91 sym/s | Total: 20.6s | ETA: 19.9m
[2025-12-04T20:29:19.802892] [INFO ] [sig       ] [61/3547] Forecasting ADX...
[2025-12-04T20:29:19.802918] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-04T20:29:19.802959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-04T20:29:19.815975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-04T20:29:19.816444] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-04T20:29:19.817372] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-04T20:29:19.817425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:19.817457] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:19.817484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:19.817553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:19.875653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:19.876525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:19.876638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:19.876673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:20.000139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:20.000307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:20.000351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:20.000418] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:20.004175] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=39.51%)
[2025-12-04T20:29:20.004532] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-04T20:29:20.004699] [INFO ] [sig       ] ADX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:20.153471] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ADX.txt
[2025-12-04T20:29:20.153669] [INFO ] [sig       ] [61/3547] Completed ADX in 0.4s | 2.91 sym/s | Total: 20.9s | ETA: 20.0m
[2025-12-04T20:29:20.153718] [INFO ] [sig       ] [62/3547] Forecasting AEE...
[2025-12-04T20:29:20.153748] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-04T20:29:20.153779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-04T20:29:20.165440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-04T20:29:20.165782] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-04T20:29:20.166604] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-04T20:29:20.166657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:20.166691] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:20.166718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:20.166773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:20.222350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:20.223327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:20.223411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:20.223444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:20.342896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:20.343063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:20.343105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:20.343132] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:20.346528] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=43.46%)
[2025-12-04T20:29:20.346832] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-04T20:29:20.346958] [INFO ] [sig       ] AEE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:20.485467] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AEE.txt
[2025-12-04T20:29:20.485655] [INFO ] [sig       ] [62/3547] Completed AEE in 0.3s | 2.91 sym/s | Total: 21.3s | ETA: 19.9m
[2025-12-04T20:29:20.485697] [INFO ] [sig       ] [63/3547] Forecasting AEFC...
[2025-12-04T20:29:20.485726] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-04T20:29:20.485757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-04T20:29:20.497447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-04T20:29:20.497738] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-04T20:29:20.498539] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-04T20:29:20.498610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:20.498642] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:20.498667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:20.498722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:20.555591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:20.556358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:20.556442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:20.556473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:20.675243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:20.675402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:20.675445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:20.675472] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:20.679041] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=61.25%)
[2025-12-04T20:29:20.679329] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-04T20:29:20.679477] [INFO ] [sig       ] AEFC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:20.816451] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AEFC.txt
[2025-12-04T20:29:20.816595] [INFO ] [sig       ] [63/3547] Completed AEFC in 0.3s | 2.92 sym/s | Total: 21.6s | ETA: 19.9m
[2025-12-04T20:29:20.816643] [INFO ] [sig       ] [64/3547] Forecasting AEG...
[2025-12-04T20:29:20.816677] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-04T20:29:20.816713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-04T20:29:20.828345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-04T20:29:20.828666] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-04T20:29:20.829435] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-04T20:29:20.829486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:20.829515] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:20.829540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:20.829616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:20.885558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:20.886193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:20.886269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:20.886299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:21.007634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:21.007802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:21.007842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:21.007867] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:21.011277] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2025-12-04T20:29:21.011555] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-04T20:29:21.011701] [INFO ] [sig       ] AEG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:21.146372] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AEG.txt
[2025-12-04T20:29:21.146506] [INFO ] [sig       ] [64/3547] Completed AEG in 0.3s | 2.92 sym/s | Total: 21.9s | ETA: 19.9m
[2025-12-04T20:29:21.146544] [INFO ] [sig       ] [65/3547] Forecasting AEHL...
[2025-12-04T20:29:21.146592] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-04T20:29:21.146625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-04T20:29:21.157842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-04T20:29:21.158142] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-04T20:29:21.158941] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-04T20:29:21.158991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:21.159020] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:21.159045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:21.159099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:21.214353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:21.214995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:21.215073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:21.215104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:21.333905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:21.334049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:21.334087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:21.334131] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:21.337411] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-04T20:29:21.337699] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-04T20:29:21.337821] [INFO ] [sig       ] AEHL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:21.474323] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AEHL.txt
[2025-12-04T20:29:21.474457] [INFO ] [sig       ] [65/3547] Completed AEHL in 0.3s | 2.92 sym/s | Total: 22.3s | ETA: 19.9m
[2025-12-04T20:29:21.474493] [INFO ] [sig       ] [66/3547] Forecasting AEI...
[2025-12-04T20:29:21.474522] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-04T20:29:21.474550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-04T20:29:21.485370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-04T20:29:21.485675] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-04T20:29:21.486428] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-04T20:29:21.486478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:21.486507] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:21.486532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:21.486608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:21.541847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:21.542470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:21.542549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:21.542597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:21.654334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:21.654476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:21.654514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:21.654541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:21.657820] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-04T20:29:21.658090] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-04T20:29:21.658216] [INFO ] [sig       ] AEI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:21.796897] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AEI.txt
[2025-12-04T20:29:21.797045] [INFO ] [sig       ] [66/3547] Completed AEI in 0.3s | 2.92 sym/s | Total: 22.6s | ETA: 19.9m
[2025-12-04T20:29:21.797084] [INFO ] [sig       ] [67/3547] Forecasting AEIS...
[2025-12-04T20:29:21.797112] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-04T20:29:21.797146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-04T20:29:21.808697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-04T20:29:21.808997] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-04T20:29:21.809761] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-04T20:29:21.809811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:21.809841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:21.809867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:21.809921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:21.865168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:21.865810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:21.865902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:21.865933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:21.983643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:21.983792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:21.983834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:21.983860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:21.987086] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-04T20:29:21.987358] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-04T20:29:21.987479] [INFO ] [sig       ] AEIS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:22.123024] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AEIS.txt
[2025-12-04T20:29:22.123148] [INFO ] [sig       ] [67/3547] Completed AEIS in 0.3s | 2.92 sym/s | Total: 22.9s | ETA: 19.8m
[2025-12-04T20:29:22.123185] [INFO ] [sig       ] [68/3547] Forecasting AEM...
[2025-12-04T20:29:22.123213] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-04T20:29:22.123242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-04T20:29:22.134424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-04T20:29:22.134733] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-04T20:29:22.135499] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-04T20:29:22.135548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:22.135600] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:22.135646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:22.135702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:22.190946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:22.191563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:22.191681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:22.191713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:22.318085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:22.318358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:22.318415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:22.318451] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:22.323457] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-12-04T20:29:22.323868] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-04T20:29:22.324042] [INFO ] [sig       ] AEM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:22.467986] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AEM.txt
[2025-12-04T20:29:22.468183] [INFO ] [sig       ] [68/3547] Completed AEM in 0.3s | 2.92 sym/s | Total: 23.3s | ETA: 19.8m
[2025-12-04T20:29:22.468224] [INFO ] [sig       ] [69/3547] Forecasting AEMD...
[2025-12-04T20:29:22.468254] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-04T20:29:22.468304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-04T20:29:22.481561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-04T20:29:22.482016] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-04T20:29:22.482953] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-04T20:29:22.483005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:22.483037] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:22.483080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:22.483139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:22.539268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:22.540468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:22.540564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:22.540614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:22.664339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:22.664587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:22.664636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:22.664670] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:22.668602] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-12-04T20:29:22.668911] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-04T20:29:22.669047] [INFO ] [sig       ] AEMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:22.817516] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AEMD.txt
[2025-12-04T20:29:22.817742] [INFO ] [sig       ] [69/3547] Completed AEMD in 0.3s | 2.92 sym/s | Total: 23.6s | ETA: 19.8m
[2025-12-04T20:29:22.817782] [INFO ] [sig       ] [70/3547] Forecasting AEO...
[2025-12-04T20:29:22.817810] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-04T20:29:22.817842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-04T20:29:22.830853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-04T20:29:22.831256] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-04T20:29:22.832139] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-04T20:29:22.832190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:22.832220] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:22.832244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:22.832304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:22.890393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:22.891522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:22.891646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:22.891681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:23.018928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:23.019149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:23.019194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:23.019222] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:23.022957] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-04T20:29:23.023250] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-04T20:29:23.023379] [INFO ] [sig       ] AEO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:23.166434] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AEO.txt
[2025-12-04T20:29:23.166674] [INFO ] [sig       ] [70/3547] Completed AEO in 0.3s | 2.92 sym/s | Total: 24.0s | ETA: 19.8m
[2025-12-04T20:29:23.166718] [INFO ] [sig       ] [71/3547] Forecasting AEP...
[2025-12-04T20:29:23.166746] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-04T20:29:23.166778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-04T20:29:23.180089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-04T20:29:23.180630] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-04T20:29:23.181544] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-04T20:29:23.181614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:23.181647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:23.181672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:23.181728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:23.238880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:23.240041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:23.240155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:23.240189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:23.360214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:23.360444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:23.360523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:23.360555] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:23.364426] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=78.64%)
[2025-12-04T20:29:23.364759] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-04T20:29:23.364910] [INFO ] [sig       ] AEP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:23.510454] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AEP.txt
[2025-12-04T20:29:23.510758] [INFO ] [sig       ] [71/3547] Completed AEP in 0.3s | 2.92 sym/s | Total: 24.3s | ETA: 19.8m
[2025-12-04T20:29:23.510803] [INFO ] [sig       ] [72/3547] Forecasting AES...
[2025-12-04T20:29:23.510832] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-04T20:29:23.510866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-04T20:29:23.524398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-04T20:29:23.524936] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-04T20:29:23.525822] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-04T20:29:23.525873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:23.525903] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:23.525929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:23.525983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:23.583130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:23.584079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:23.584167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:23.584200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:23.704824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:23.704979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:23.705019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:23.705045] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:23.708448] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-04T20:29:23.708862] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-04T20:29:23.708996] [INFO ] [sig       ] AES: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:23.847562] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AES.txt
[2025-12-04T20:29:23.847709] [INFO ] [sig       ] [72/3547] Completed AES in 0.3s | 2.92 sym/s | Total: 24.6s | ETA: 19.8m
[2025-12-04T20:29:23.847748] [INFO ] [sig       ] [73/3547] Forecasting AESI...
[2025-12-04T20:29:23.847775] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-04T20:29:23.847811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-04T20:29:23.859250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-04T20:29:23.859517] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-04T20:29:23.860311] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-04T20:29:23.860361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:23.860390] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:23.860415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:23.860469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:23.918621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:23.919269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:23.919349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:23.919381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:24.034412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:24.034589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:24.034631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:24.034659] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:24.038018] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-04T20:29:24.038323] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-04T20:29:24.038459] [INFO ] [sig       ] AESI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:24.177245] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AESI.txt
[2025-12-04T20:29:24.177373] [INFO ] [sig       ] [73/3547] Completed AESI in 0.3s | 2.92 sym/s | Total: 25.0s | ETA: 19.8m
[2025-12-04T20:29:24.177409] [INFO ] [sig       ] [74/3547] Forecasting AEVA...
[2025-12-04T20:29:24.177437] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-04T20:29:24.177466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-04T20:29:24.194980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-04T20:29:24.195754] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-04T20:29:24.197519] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-04T20:29:24.197815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:24.197868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:24.197899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:24.197990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:24.254539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:24.255540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:24.255653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:24.255688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:24.374702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:24.374886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:24.374930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:24.374958] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:24.378540] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-04T20:29:24.378849] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-04T20:29:24.378984] [INFO ] [sig       ] AEVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:24.516264] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AEVA.txt
[2025-12-04T20:29:24.516436] [INFO ] [sig       ] [74/3547] Completed AEVA in 0.3s | 2.92 sym/s | Total: 25.3s | ETA: 19.8m
[2025-12-04T20:29:24.516475] [INFO ] [sig       ] [75/3547] Forecasting AEYE...
[2025-12-04T20:29:24.516503] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-04T20:29:24.516535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-04T20:29:24.528410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-04T20:29:24.528821] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-04T20:29:24.529655] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-04T20:29:24.529707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:24.529788] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:24.529826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:24.529895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:24.586646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:24.587337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:24.587419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:24.587451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:24.704134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:24.704296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:24.704333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:24.704360] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:24.707666] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2025-12-04T20:29:24.707937] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-04T20:29:24.708060] [INFO ] [sig       ] AEYE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:24.843885] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AEYE.txt
[2025-12-04T20:29:24.844046] [INFO ] [sig       ] [75/3547] Completed AEYE in 0.3s | 2.93 sym/s | Total: 25.6s | ETA: 19.8m
[2025-12-04T20:29:24.844086] [INFO ] [sig       ] [76/3547] Forecasting AFB...
[2025-12-04T20:29:24.844113] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-04T20:29:24.844144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-04T20:29:24.855906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-04T20:29:24.856222] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-04T20:29:24.857005] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-04T20:29:24.857055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:24.857085] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:24.857110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:24.857163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:24.913285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:24.913929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:24.914006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:24.914037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:25.037131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:25.037284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:25.037325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:25.037354] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:25.040861] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=57.85%)
[2025-12-04T20:29:25.041142] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-04T20:29:25.041271] [INFO ] [sig       ] AFB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:25.180020] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AFB.txt
[2025-12-04T20:29:25.180168] [INFO ] [sig       ] [76/3547] Completed AFB in 0.3s | 2.93 sym/s | Total: 26.0s | ETA: 19.8m
[2025-12-04T20:29:25.180207] [INFO ] [sig       ] [77/3547] Forecasting AFCG...
[2025-12-04T20:29:25.180236] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-04T20:29:25.180268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-04T20:29:25.191727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-04T20:29:25.192064] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-04T20:29:25.192871] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-04T20:29:25.192923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:25.192956] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:25.192983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:25.193040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:25.251548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:25.252793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:25.252899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:25.252933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:25.371836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:25.372067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:25.372114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:25.372142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:25.375942] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-04T20:29:25.376252] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-04T20:29:25.376385] [INFO ] [sig       ] AFCG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:25.515267] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AFCG.txt
[2025-12-04T20:29:25.515459] [INFO ] [sig       ] [77/3547] Completed AFCG in 0.3s | 2.93 sym/s | Total: 26.3s | ETA: 19.8m
[2025-12-04T20:29:25.515499] [INFO ] [sig       ] [78/3547] Forecasting AFG...
[2025-12-04T20:29:25.515527] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-04T20:29:25.515559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-04T20:29:25.527473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-04T20:29:25.527864] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-04T20:29:25.528795] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-04T20:29:25.528850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:25.528880] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:25.528904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:25.528958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:25.585597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:25.586517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:25.586626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:25.586661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:25.710620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:25.710811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:25.710857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:25.710922] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:25.714599] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-12-04T20:29:25.714891] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-04T20:29:25.715020] [INFO ] [sig       ] AFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:25.857766] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AFG.txt
[2025-12-04T20:29:25.857904] [INFO ] [sig       ] [78/3547] Completed AFG in 0.3s | 2.93 sym/s | Total: 26.7s | ETA: 19.8m
[2025-12-04T20:29:25.857951] [INFO ] [sig       ] [79/3547] Forecasting AFGC...
[2025-12-04T20:29:25.857980] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-04T20:29:25.858009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-04T20:29:25.868927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-04T20:29:25.869241] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-04T20:29:25.870202] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-04T20:29:25.870252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:25.870281] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:25.870305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:25.870359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:25.927159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:25.927885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:25.927965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:25.927999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:26.031126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:26.031283] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:29:26.031322] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:26.031349] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:26.034649] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-04T20:29:26.034923] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-04T20:29:26.035046] [INFO ] [sig       ] AFGC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:26.173278] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AFGC.txt
[2025-12-04T20:29:26.173405] [INFO ] [sig       ] [79/3547] Completed AFGC in 0.3s | 2.93 sym/s | Total: 27.0s | ETA: 19.7m
[2025-12-04T20:29:26.173441] [INFO ] [sig       ] [80/3547] Forecasting AFL...
[2025-12-04T20:29:26.173468] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-04T20:29:26.173498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-04T20:29:26.185094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-04T20:29:26.185379] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-04T20:29:26.186163] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-04T20:29:26.186213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:26.186243] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:26.186269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:26.186324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:26.242724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:26.243412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:26.243490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:26.243521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:26.360303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:26.360467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:26.360507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:26.360534] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:26.363885] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-04T20:29:26.364166] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-04T20:29:26.364297] [INFO ] [sig       ] AFL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:26.504749] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AFL.txt
[2025-12-04T20:29:26.504944] [INFO ] [sig       ] [80/3547] Completed AFL in 0.3s | 2.93 sym/s | Total: 27.3s | ETA: 19.7m
[2025-12-04T20:29:26.504984] [INFO ] [sig       ] [81/3547] Forecasting AFRI...
[2025-12-04T20:29:26.505013] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-04T20:29:26.505049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-04T20:29:26.514954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-04T20:29:26.515206] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-04T20:29:26.516089] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-04T20:29:26.516139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:26.516169] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:26.516194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:26.516248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:26.571660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:26.572283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:26.572360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:26.572390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:26.667520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:26.667700] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:29:26.667741] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:26.667770] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:26.671164] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-04T20:29:26.671426] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-04T20:29:26.671548] [INFO ] [sig       ] AFRI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:26.808040] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AFRI.txt
[2025-12-04T20:29:26.808168] [INFO ] [sig       ] [81/3547] Completed AFRI in 0.3s | 2.93 sym/s | Total: 27.6s | ETA: 19.7m
[2025-12-04T20:29:26.808204] [INFO ] [sig       ] [82/3547] Forecasting AFRM...
[2025-12-04T20:29:26.808232] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-04T20:29:26.808261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-04T20:29:26.819515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-04T20:29:26.819815] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-04T20:29:26.820560] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-04T20:29:26.820636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:26.820678] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:26.820704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:26.820758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:26.877561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:26.878166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:26.878242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:26.878273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:26.998224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:26.998395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:26.998441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:26.998475] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:27.001874] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2025-12-04T20:29:27.002170] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-04T20:29:27.002300] [INFO ] [sig       ] AFRM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:27.141047] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AFRM.txt
[2025-12-04T20:29:27.141166] [INFO ] [sig       ] [82/3547] Completed AFRM in 0.3s | 2.94 sym/s | Total: 27.9s | ETA: 19.7m
[2025-12-04T20:29:27.141202] [INFO ] [sig       ] [83/3547] Forecasting AG...
[2025-12-04T20:29:27.141230] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-04T20:29:27.141259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-04T20:29:27.152665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-04T20:29:27.152957] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-04T20:29:27.153716] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-04T20:29:27.153767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:27.153796] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:27.153821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:27.153876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:27.210153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:27.210769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:27.210857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:27.210895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:27.335832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:27.336013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:27.336055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:27.336082] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:27.339554] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-04T20:29:27.339847] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-04T20:29:27.339969] [INFO ] [sig       ] AG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:27.477037] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AG.txt
[2025-12-04T20:29:27.477160] [INFO ] [sig       ] [83/3547] Completed AG in 0.3s | 2.94 sym/s | Total: 28.3s | ETA: 19.7m
[2025-12-04T20:29:27.477197] [INFO ] [sig       ] [84/3547] Forecasting AGCO...
[2025-12-04T20:29:27.477223] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-04T20:29:27.477251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-04T20:29:27.491159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-04T20:29:27.491650] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-04T20:29:27.492515] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-04T20:29:27.492566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:27.492616] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:27.492642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:27.492698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:27.549758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:27.550698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:27.550792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:27.550824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:27.673858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:27.674108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:27.674157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:27.674191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:27.678194] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-12-04T20:29:27.678550] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-04T20:29:27.678715] [INFO ] [sig       ] AGCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:27.820077] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGCO.txt
[2025-12-04T20:29:27.820315] [INFO ] [sig       ] [84/3547] Completed AGCO in 0.3s | 2.94 sym/s | Total: 28.6s | ETA: 19.7m
[2025-12-04T20:29:27.820359] [INFO ] [sig       ] [85/3547] Forecasting AGD...
[2025-12-04T20:29:27.820387] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-04T20:29:27.820419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-04T20:29:27.833966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-04T20:29:27.834342] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-04T20:29:27.835226] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-04T20:29:27.835277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:27.835307] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:27.835333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:27.835387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:27.891467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:27.892109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:27.892188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:27.892271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:28.012196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:28.012352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:28.012396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:28.012423] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:28.015832] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=66.36%)
[2025-12-04T20:29:28.016109] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-04T20:29:28.016234] [INFO ] [sig       ] AGD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:28.152982] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGD.txt
[2025-12-04T20:29:28.153100] [INFO ] [sig       ] [85/3547] Completed AGD in 0.3s | 2.94 sym/s | Total: 28.9s | ETA: 19.6m
[2025-12-04T20:29:28.153143] [INFO ] [sig       ] [86/3547] Forecasting AGEN...
[2025-12-04T20:29:28.153170] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-04T20:29:28.153200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-04T20:29:28.166558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-04T20:29:28.167079] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-04T20:29:28.168056] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-04T20:29:28.168109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:28.168143] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:28.168168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:28.168225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:28.225237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:28.226397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:28.226503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:28.226535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:28.352240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:28.352472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:28.352521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:28.352548] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:28.356388] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-04T20:29:28.356712] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-04T20:29:28.356865] [INFO ] [sig       ] AGEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:28.495705] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGEN.txt
[2025-12-04T20:29:28.495908] [INFO ] [sig       ] [86/3547] Completed AGEN in 0.3s | 2.94 sym/s | Total: 29.3s | ETA: 19.6m
[2025-12-04T20:29:28.495949] [INFO ] [sig       ] [87/3547] Forecasting AGI...
[2025-12-04T20:29:28.495978] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-04T20:29:28.496009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-04T20:29:28.509461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-04T20:29:28.509899] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-04T20:29:28.510783] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-04T20:29:28.510833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:28.510864] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:28.510889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:28.510944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:28.567472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:28.568609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:28.568713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:28.568748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:28.691199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:28.691417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:28.691461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:28.691489] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:28.695197] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-04T20:29:28.695490] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-04T20:29:28.695671] [INFO ] [sig       ] AGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:28.843516] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGI.txt
[2025-12-04T20:29:28.843757] [INFO ] [sig       ] [87/3547] Completed AGI in 0.3s | 2.94 sym/s | Total: 29.6s | ETA: 19.6m
[2025-12-04T20:29:28.843799] [INFO ] [sig       ] [88/3547] Forecasting AGIO...
[2025-12-04T20:29:28.843828] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-04T20:29:28.843858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-04T20:29:28.856448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-04T20:29:28.856915] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-04T20:29:28.857804] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-04T20:29:28.857855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:28.857885] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:28.857911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:28.857966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:28.914738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:28.915751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:28.915853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:28.915899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:29.038816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:29.039034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:29.039082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:29.039112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:29.042928] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-04T20:29:29.043226] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-04T20:29:29.043362] [INFO ] [sig       ] AGIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:29.196027] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGIO.txt
[2025-12-04T20:29:29.196274] [INFO ] [sig       ] [88/3547] Completed AGIO in 0.4s | 2.93 sym/s | Total: 30.0s | ETA: 19.6m
[2025-12-04T20:29:29.196316] [INFO ] [sig       ] [89/3547] Forecasting AGM...
[2025-12-04T20:29:29.196346] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-04T20:29:29.196376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-04T20:29:29.209525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-04T20:29:29.209945] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-04T20:29:29.210823] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-04T20:29:29.210874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:29.210905] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:29.210930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:29.210986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:29.268226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:29.269376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:29.269471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:29.269504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:29.389840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:29.390059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:29.390103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:29.390159] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:29.394009] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-04T20:29:29.394329] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-04T20:29:29.394469] [INFO ] [sig       ] AGM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:29.541649] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGM.txt
[2025-12-04T20:29:29.541829] [INFO ] [sig       ] [89/3547] Completed AGM in 0.3s | 2.93 sym/s | Total: 30.3s | ETA: 19.6m
[2025-12-04T20:29:29.541871] [INFO ] [sig       ] [90/3547] Forecasting AGMH...
[2025-12-04T20:29:29.541899] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-04T20:29:29.541930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-04T20:29:29.554989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-04T20:29:29.555401] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-04T20:29:29.556252] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-04T20:29:29.556303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:29.556333] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:29.556358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:29.556412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:29.612121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:29.612824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:29.612907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:29.612939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:29.725003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:29.725167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:29.725208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:29.725237] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:29.728716] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-04T20:29:29.728985] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-04T20:29:29.729111] [INFO ] [sig       ] AGMH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:29.868209] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGMH.txt
[2025-12-04T20:29:29.868393] [INFO ] [sig       ] [90/3547] Completed AGMH in 0.3s | 2.94 sym/s | Total: 30.7s | ETA: 19.6m
[2025-12-04T20:29:29.868444] [INFO ] [sig       ] [91/3547] Forecasting AGNC...
[2025-12-04T20:29:29.868472] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-04T20:29:29.868503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-04T20:29:29.880835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-04T20:29:29.881171] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-04T20:29:29.881975] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-04T20:29:29.882026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:29.882056] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:29.882081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:29.882136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:29.945918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:29.947190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:29.947298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:29.947358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:30.068323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:30.068597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:30.068643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:30.068673] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:30.072537] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=29.67%)
[2025-12-04T20:29:30.072886] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-04T20:29:30.073021] [INFO ] [sig       ] AGNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:30.211553] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGNC.txt
[2025-12-04T20:29:30.211727] [INFO ] [sig       ] [91/3547] Completed AGNC in 0.3s | 2.94 sym/s | Total: 31.0s | ETA: 19.6m
[2025-12-04T20:29:30.211766] [INFO ] [sig       ] [92/3547] Forecasting AGNCL...
[2025-12-04T20:29:30.211793] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-04T20:29:30.211822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-04T20:29:30.224436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-04T20:29:30.224924] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-04T20:29:30.225772] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-04T20:29:30.225821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:30.225882] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:30.225908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:30.225963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:30.283048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:30.284051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:30.284146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:30.284179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:30.389373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:30.389533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:30.389598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:30.389629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:30.392980] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-04T20:29:30.393254] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-04T20:29:30.393377] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:30.529260] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGNCL.txt
[2025-12-04T20:29:30.529401] [INFO ] [sig       ] [92/3547] Completed AGNCL in 0.3s | 2.94 sym/s | Total: 31.3s | ETA: 19.6m
[2025-12-04T20:29:30.529439] [INFO ] [sig       ] [93/3547] Forecasting AGNCM...
[2025-12-04T20:29:30.529466] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-04T20:29:30.529496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-04T20:29:30.540739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-04T20:29:30.541058] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-04T20:29:30.541837] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-04T20:29:30.541887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:30.541916] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:30.541952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:30.542007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:30.597664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:30.598413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:30.598494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:30.598524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:30.712925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:30.713077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:30.713120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:30.713147] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:30.716617] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-04T20:29:30.716893] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-04T20:29:30.717023] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:30.853996] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGNCM.txt
[2025-12-04T20:29:30.854117] [INFO ] [sig       ] [93/3547] Completed AGNCM in 0.3s | 2.94 sym/s | Total: 31.6s | ETA: 19.6m
[2025-12-04T20:29:30.854154] [INFO ] [sig       ] [94/3547] Forecasting AGNCN...
[2025-12-04T20:29:30.854181] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-04T20:29:30.854209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-04T20:29:30.865474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-04T20:29:30.865768] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-04T20:29:30.866526] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-04T20:29:30.866601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:30.866634] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:30.866659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:30.866713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:30.922676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:30.923330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:30.923409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:30.923439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:31.035652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:31.035793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:31.035833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:31.035860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:31.039116] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-04T20:29:31.039388] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-04T20:29:31.039509] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:31.177899] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGNCN.txt
[2025-12-04T20:29:31.178035] [INFO ] [sig       ] [94/3547] Completed AGNCN in 0.3s | 2.94 sym/s | Total: 32.0s | ETA: 19.6m
[2025-12-04T20:29:31.178073] [INFO ] [sig       ] [95/3547] Forecasting AGNCO...
[2025-12-04T20:29:31.178100] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-04T20:29:31.178130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-04T20:29:31.189489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-04T20:29:31.189809] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-04T20:29:31.190563] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-04T20:29:31.190637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:31.190668] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:31.190694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:31.190747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:31.247104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:31.247751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:31.247828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:31.247859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:31.362838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:31.362980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:31.363022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:31.363081] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:31.366426] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-04T20:29:31.366719] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-04T20:29:31.366842] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:31.504140] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGNCO.txt
[2025-12-04T20:29:31.504296] [INFO ] [sig       ] [95/3547] Completed AGNCO in 0.3s | 2.94 sym/s | Total: 32.3s | ETA: 19.6m
[2025-12-04T20:29:31.504333] [INFO ] [sig       ] [96/3547] Forecasting AGNCP...
[2025-12-04T20:29:31.504361] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-04T20:29:31.504391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-04T20:29:31.518591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-04T20:29:31.519031] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-04T20:29:31.520284] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-04T20:29:31.520344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:31.520380] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:31.520412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:31.520485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:31.579460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:31.580322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:31.580402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:31.580433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:31.698264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:31.701359] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:29:31.701406] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:31.701434] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:31.704919] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-04T20:29:31.705199] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-04T20:29:31.705320] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:31.842154] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGNCP.txt
[2025-12-04T20:29:31.842278] [INFO ] [sig       ] [96/3547] Completed AGNCP in 0.3s | 2.94 sym/s | Total: 32.6s | ETA: 19.6m
[2025-12-04T20:29:31.842314] [INFO ] [sig       ] [97/3547] Forecasting AGO...
[2025-12-04T20:29:31.842348] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-04T20:29:31.842379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-04T20:29:31.853840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-04T20:29:31.854121] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-04T20:29:31.854881] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-04T20:29:31.854931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:31.854966] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:31.854991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:31.855047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:31.911538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:31.912445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:31.912538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:31.912592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:32.030602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:32.030761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:32.030803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:32.030832] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:32.034205] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-04T20:29:32.034482] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-04T20:29:32.034635] [INFO ] [sig       ] AGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:32.172505] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGO.txt
[2025-12-04T20:29:32.172648] [INFO ] [sig       ] [97/3547] Completed AGO in 0.3s | 2.94 sym/s | Total: 33.0s | ETA: 19.5m
[2025-12-04T20:29:32.172688] [INFO ] [sig       ] [98/3547] Forecasting AGRO...
[2025-12-04T20:29:32.172715] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-04T20:29:32.172746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-04T20:29:32.184126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-04T20:29:32.184403] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-04T20:29:32.185181] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-04T20:29:32.185231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:32.185261] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:32.185286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:32.185345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:32.242081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:32.242729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:32.242805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:32.242837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:32.364340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:32.364474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:32.364511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:32.364538] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:32.367800] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-04T20:29:32.368068] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-04T20:29:32.368190] [INFO ] [sig       ] AGRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:32.506491] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGRO.txt
[2025-12-04T20:29:32.506622] [INFO ] [sig       ] [98/3547] Completed AGRO in 0.3s | 2.94 sym/s | Total: 33.3s | ETA: 19.5m
[2025-12-04T20:29:32.506660] [INFO ] [sig       ] [99/3547] Forecasting AGX...
[2025-12-04T20:29:32.506687] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-04T20:29:32.506715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-04T20:29:32.518250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-04T20:29:32.518563] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-04T20:29:32.519340] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-04T20:29:32.519391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:32.519421] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:32.519446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:32.519500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:32.577767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:32.578731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:32.578815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:32.578848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:32.696637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:32.696786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:32.696827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:32.696856] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:32.700314] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-04T20:29:32.700603] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-04T20:29:32.700732] [INFO ] [sig       ] AGX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:32.839231] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGX.txt
[2025-12-04T20:29:32.839352] [INFO ] [sig       ] [99/3547] Completed AGX in 0.3s | 2.94 sym/s | Total: 33.6s | ETA: 19.5m
[2025-12-04T20:29:32.839389] [INFO ] [sig       ] [100/3547] Forecasting AGYS...
[2025-12-04T20:29:32.839416] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-04T20:29:32.839445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-04T20:29:32.850811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-04T20:29:32.851079] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-04T20:29:32.851843] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-04T20:29:32.851893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:32.851923] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:32.851949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:32.852006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:32.907721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:32.908328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:32.908409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:32.908441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:33.025353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:33.025492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:33.025530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:33.025591] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:33.028850] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-04T20:29:33.029116] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-04T20:29:33.029237] [INFO ] [sig       ] AGYS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:33.167791] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AGYS.txt
[2025-12-04T20:29:33.168024] [INFO ] [sig       ] [100/3547] Completed AGYS in 0.3s | 2.94 sym/s | Total: 34.0s | ETA: 19.5m
[2025-12-04T20:29:33.168069] [INFO ] [sig       ] [101/3547] Forecasting AGZD...
[2025-12-04T20:29:33.168099] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-04T20:29:33.168130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-04T20:29:33.181563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-04T20:29:33.182131] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-04T20:29:33.183036] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-04T20:29:33.183088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:33.183119] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:33.183144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:33.183201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:33.243407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:33.244665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:33.244775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:33.244810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:33.358789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:33.359011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:33.359054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:33.359082] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:33.363263] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-04T20:29:33.363679] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-04T20:29:33.363837] [INFO ] [sig       ] AGZD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:33.506478] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AGZD.txt
[2025-12-04T20:29:33.506698] [INFO ] [sig       ] [101/3547] Completed AGZD in 0.3s | 2.94 sym/s | Total: 34.3s | ETA: 19.5m
[2025-12-04T20:29:33.506741] [INFO ] [sig       ] [102/3547] Forecasting AHCO...
[2025-12-04T20:29:33.506770] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-04T20:29:33.506808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-04T20:29:33.520249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-04T20:29:33.520851] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-04T20:29:33.521767] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-04T20:29:33.521819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:33.521850] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:33.521877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:33.521933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:33.579422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:33.580536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:33.580690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:33.580743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:33.706772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:33.706936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:33.706979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:33.707010] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:33.710747] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-12-04T20:29:33.711038] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-04T20:29:33.711171] [INFO ] [sig       ] AHCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:33.848500] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AHCO.txt
[2025-12-04T20:29:33.848672] [INFO ] [sig       ] [102/3547] Completed AHCO in 0.3s | 2.94 sym/s | Total: 34.6s | ETA: 19.5m
[2025-12-04T20:29:33.848713] [INFO ] [sig       ] [103/3547] Forecasting AHH...
[2025-12-04T20:29:33.848741] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-04T20:29:33.848771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-04T20:29:33.861300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-04T20:29:33.861718] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-04T20:29:33.862540] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-04T20:29:33.862609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:33.862642] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:33.862667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:33.862722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:33.919465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:33.920384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:33.920473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:33.920505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:34.043763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:34.043925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:34.043973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:34.044007] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:34.047542] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=90.28%)
[2025-12-04T20:29:34.047914] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-04T20:29:34.048046] [INFO ] [sig       ] AHH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:34.186359] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AHH.txt
[2025-12-04T20:29:34.186490] [INFO ] [sig       ] [103/3547] Completed AHH in 0.3s | 2.94 sym/s | Total: 35.0s | ETA: 19.5m
[2025-12-04T20:29:34.186527] [INFO ] [sig       ] [104/3547] Forecasting AI...
[2025-12-04T20:29:34.186554] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-04T20:29:34.186601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-04T20:29:34.198689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-04T20:29:34.199037] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-04T20:29:34.199842] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-04T20:29:34.199893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:34.199925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:34.199956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:34.200036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:34.255329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:34.256213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:34.256298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:34.256329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:34.381622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:34.381799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:34.381841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:34.381868] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:34.385594] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-04T20:29:34.385907] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-04T20:29:34.386049] [INFO ] [sig       ] AI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:34.523715] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AI.txt
[2025-12-04T20:29:34.523845] [INFO ] [sig       ] [104/3547] Completed AI in 0.3s | 2.94 sym/s | Total: 35.3s | ETA: 19.5m
[2025-12-04T20:29:34.523890] [INFO ] [sig       ] [105/3547] Forecasting AIA...
[2025-12-04T20:29:34.523917] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-04T20:29:34.523949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-04T20:29:34.535229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-04T20:29:34.535539] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-04T20:29:34.536344] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-04T20:29:34.536395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:34.536427] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:34.536451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:34.536505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:34.595705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:34.596478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:34.596559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:34.596609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:34.716493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:34.716631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:34.716669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:34.716696] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:34.719991] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=70.14%)
[2025-12-04T20:29:34.720264] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-04T20:29:34.720391] [INFO ] [sig       ] AIA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:34.862680] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIA.txt
[2025-12-04T20:29:34.862832] [INFO ] [sig       ] [105/3547] Completed AIA in 0.3s | 2.94 sym/s | Total: 35.7s | ETA: 19.5m
[2025-12-04T20:29:34.862871] [INFO ] [sig       ] [106/3547] Forecasting AIFF...
[2025-12-04T20:29:34.862900] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-04T20:29:34.862932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-04T20:29:34.875996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-04T20:29:34.876345] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-04T20:29:34.877185] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-04T20:29:34.877248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:34.877282] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:34.877308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:34.877363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:34.936006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:34.936765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:34.936849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:34.936881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:35.064333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:35.064523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:35.064589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:35.064623] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:35.068201] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=27.20%)
[2025-12-04T20:29:35.068515] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-04T20:29:35.068664] [INFO ] [sig       ] AIFF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:35.211836] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AIFF.txt
[2025-12-04T20:29:35.212050] [INFO ] [sig       ] [106/3547] Completed AIFF in 0.3s | 2.94 sym/s | Total: 36.0s | ETA: 19.5m
[2025-12-04T20:29:35.212093] [INFO ] [sig       ] [107/3547] Forecasting AIMD...
[2025-12-04T20:29:35.212122] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-04T20:29:35.212156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-04T20:29:35.225530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-04T20:29:35.226062] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-04T20:29:35.227028] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-04T20:29:35.227080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:35.227112] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:35.227140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:35.227205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:35.284520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:35.285495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:35.285598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:35.285632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:35.398672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:35.398831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:35.398872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:35.398899] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:35.402256] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-12-04T20:29:35.402527] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-04T20:29:35.402669] [INFO ] [sig       ] AIMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:35.538468] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIMD.txt
[2025-12-04T20:29:35.538613] [INFO ] [sig       ] [107/3547] Completed AIMD in 0.3s | 2.95 sym/s | Total: 36.3s | ETA: 19.5m
[2025-12-04T20:29:35.538654] [INFO ] [sig       ] [108/3547] Forecasting AIO...
[2025-12-04T20:29:35.538682] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-04T20:29:35.538713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-04T20:29:35.549737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-04T20:29:35.550037] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-04T20:29:35.550861] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-04T20:29:35.550912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:35.550943] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:35.550968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:35.551030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:35.607778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:35.608535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:35.608633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:35.608665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:35.726411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:35.726558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:35.726614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:35.726644] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:35.730050] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=64.52%)
[2025-12-04T20:29:35.730319] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-04T20:29:35.730438] [INFO ] [sig       ] AIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:35.874612] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIO.txt
[2025-12-04T20:29:35.874788] [INFO ] [sig       ] [108/3547] Completed AIO in 0.3s | 2.95 sym/s | Total: 36.7s | ETA: 19.5m
[2025-12-04T20:29:35.874832] [INFO ] [sig       ] [109/3547] Forecasting AIP...
[2025-12-04T20:29:35.874860] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-04T20:29:35.874891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-04T20:29:35.886789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-04T20:29:35.887085] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-04T20:29:35.887886] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-04T20:29:35.887936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:35.887993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:35.888021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:35.888090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:35.945954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:35.946903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:35.947001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:35.947035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:36.066321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:36.066481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:36.066522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:36.066553] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:36.070096] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-12-04T20:29:36.070408] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-04T20:29:36.070543] [INFO ] [sig       ] AIP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:36.215133] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIP.txt
[2025-12-04T20:29:36.215366] [INFO ] [sig       ] [109/3547] Completed AIP in 0.3s | 2.95 sym/s | Total: 37.0s | ETA: 19.5m
[2025-12-04T20:29:36.215414] [INFO ] [sig       ] [110/3547] Forecasting AIPI...
[2025-12-04T20:29:36.215444] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-04T20:29:36.215477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-04T20:29:36.228641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-04T20:29:36.229187] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-04T20:29:36.230100] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-04T20:29:36.230155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:36.230186] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:36.230211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:36.230268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:36.290703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:36.291750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:36.291843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:36.291874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:36.412816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:36.412963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:36.413011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:36.413046] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:36.418199] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-04T20:29:36.418707] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-04T20:29:36.418894] [INFO ] [sig       ] AIPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:36.574584] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AIPI.txt
[2025-12-04T20:29:36.574721] [INFO ] [sig       ] [110/3547] Completed AIPI in 0.4s | 2.94 sym/s | Total: 37.4s | ETA: 19.5m
[2025-12-04T20:29:36.574758] [INFO ] [sig       ] [111/3547] Forecasting AIQ...
[2025-12-04T20:29:36.574785] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-04T20:29:36.574814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-04T20:29:36.586370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-04T20:29:36.586678] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-04T20:29:36.587431] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-04T20:29:36.587480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:36.587511] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:36.587536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:36.587609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:36.643202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:36.643868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:36.643945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:36.643975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:36.766192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:36.766363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:36.766410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:36.766440] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:36.769946] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=64.48%)
[2025-12-04T20:29:36.770253] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-04T20:29:36.770383] [INFO ] [sig       ] AIQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:36.907619] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIQ.txt
[2025-12-04T20:29:36.907754] [INFO ] [sig       ] [111/3547] Completed AIQ in 0.3s | 2.94 sym/s | Total: 37.7s | ETA: 19.5m
[2025-12-04T20:29:36.907792] [INFO ] [sig       ] [112/3547] Forecasting AIRG...
[2025-12-04T20:29:36.907819] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-04T20:29:36.907850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-04T20:29:36.919231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-04T20:29:36.919562] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-04T20:29:36.920353] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-04T20:29:36.920405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:36.920436] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:36.920461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:36.920517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:36.977454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:36.978277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:36.978382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:36.978415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:37.086226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:37.086383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:37.086424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:37.086486] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:37.089894] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-04T20:29:37.090172] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-04T20:29:37.090302] [INFO ] [sig       ] AIRG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:37.237473] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIRG.txt
[2025-12-04T20:29:37.237708] [INFO ] [sig       ] [112/3547] Completed AIRG in 0.3s | 2.95 sym/s | Total: 38.0s | ETA: 19.4m
[2025-12-04T20:29:37.237756] [INFO ] [sig       ] [113/3547] Forecasting AIRJ...
[2025-12-04T20:29:37.237787] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-04T20:29:37.237818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-04T20:29:37.251195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-04T20:29:37.251607] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-04T20:29:37.252510] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-04T20:29:37.252562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:37.252618] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:37.252645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:37.252702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:37.311523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:37.312497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:37.312620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:37.312656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:37.433184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:37.433400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:37.433471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:37.433502] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:37.437367] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-04T20:29:37.437699] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-04T20:29:37.437838] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:37.585687] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIRJ.txt
[2025-12-04T20:29:37.585935] [INFO ] [sig       ] [113/3547] Completed AIRJ in 0.3s | 2.94 sym/s | Total: 38.4s | ETA: 19.4m
[2025-12-04T20:29:37.585988] [INFO ] [sig       ] [114/3547] Forecasting AIRS...
[2025-12-04T20:29:37.586017] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-04T20:29:37.586047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-04T20:29:37.598460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-04T20:29:37.598786] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-04T20:29:37.599664] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-04T20:29:37.599715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:37.599747] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:37.599774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:37.599832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:37.656110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:37.656824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:37.656913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:37.656944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:37.778293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:37.778463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:37.778509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:37.778537] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:37.782004] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2025-12-04T20:29:37.782306] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-04T20:29:37.782435] [INFO ] [sig       ] AIRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:37.920715] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIRS.txt
[2025-12-04T20:29:37.920897] [INFO ] [sig       ] [114/3547] Completed AIRS in 0.3s | 2.94 sym/s | Total: 38.7s | ETA: 19.4m
[2025-12-04T20:29:37.920936] [INFO ] [sig       ] [115/3547] Forecasting AISP...
[2025-12-04T20:29:37.920967] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-04T20:29:37.920997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-04T20:29:37.932883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-04T20:29:37.933283] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-04T20:29:37.934112] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-04T20:29:37.934166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:37.934196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:37.934221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:37.934275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:37.990396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:37.991388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:37.991483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:37.991513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:38.154291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:38.154460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:38.154504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:38.154534] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:38.158262] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-12-04T20:29:38.158613] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-04T20:29:38.158753] [INFO ] [sig       ] AISP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:38.297137] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AISP.txt
[2025-12-04T20:29:38.297279] [INFO ] [sig       ] [115/3547] Completed AISP in 0.4s | 2.94 sym/s | Total: 39.1s | ETA: 19.4m
[2025-12-04T20:29:38.297316] [INFO ] [sig       ] [116/3547] Forecasting AIZN...
[2025-12-04T20:29:38.297343] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-04T20:29:38.297372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-04T20:29:38.309596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-04T20:29:38.309940] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-04T20:29:38.310773] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-04T20:29:38.310824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:38.310855] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:38.310880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:38.310934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:38.367314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:38.367955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:38.368033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:38.368063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:38.477625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:38.477779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:38.477820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:38.477847] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:38.481438] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-04T20:29:38.481750] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-04T20:29:38.481875] [INFO ] [sig       ] AIZN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:38.619492] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AIZN.txt
[2025-12-04T20:29:38.619628] [INFO ] [sig       ] [116/3547] Completed AIZN in 0.3s | 2.94 sym/s | Total: 39.4s | ETA: 19.4m
[2025-12-04T20:29:38.619667] [INFO ] [sig       ] [117/3547] Forecasting AJG...
[2025-12-04T20:29:38.619696] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-04T20:29:38.619724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-04T20:29:38.631315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-04T20:29:38.631627] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-04T20:29:38.632387] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-04T20:29:38.632438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:38.632479] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:38.632506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:38.632560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:38.689688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:38.690310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:38.690386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:38.690416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:38.811500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:38.811662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:38.811701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:38.811728] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:38.815060] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-12-04T20:29:38.815330] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-04T20:29:38.815455] [INFO ] [sig       ] AJG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:38.955209] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AJG.txt
[2025-12-04T20:29:38.955335] [INFO ] [sig       ] [117/3547] Completed AJG in 0.3s | 2.94 sym/s | Total: 39.7s | ETA: 19.4m
[2025-12-04T20:29:38.955371] [INFO ] [sig       ] [118/3547] Forecasting AKAM...
[2025-12-04T20:29:38.955399] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-04T20:29:38.955428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-04T20:29:38.966416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-04T20:29:38.966695] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-04T20:29:38.967432] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-04T20:29:38.967481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:38.967511] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:38.967535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:38.967609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:39.024013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:39.024659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:39.024737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:39.024766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:39.141091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:39.141236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:39.141273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:39.141299] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:39.144550] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-12-04T20:29:39.144835] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-04T20:29:39.144957] [INFO ] [sig       ] AKAM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:39.282695] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AKAM.txt
[2025-12-04T20:29:39.282819] [INFO ] [sig       ] [118/3547] Completed AKAM in 0.3s | 2.94 sym/s | Total: 40.1s | ETA: 19.4m
[2025-12-04T20:29:39.282855] [INFO ] [sig       ] [119/3547] Forecasting AKBA...
[2025-12-04T20:29:39.282882] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-04T20:29:39.282912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-04T20:29:39.294268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-04T20:29:39.294535] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-04T20:29:39.295299] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-04T20:29:39.295349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:39.295378] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:39.295405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:39.295459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:39.354422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:39.355146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:39.355257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:39.355292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:39.478890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:39.479041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:39.479081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:39.479108] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:39.482417] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-04T20:29:39.482698] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-04T20:29:39.482820] [INFO ] [sig       ] AKBA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:39.620159] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AKBA.txt
[2025-12-04T20:29:39.620285] [INFO ] [sig       ] [119/3547] Completed AKBA in 0.3s | 2.94 sym/s | Total: 40.4s | ETA: 19.4m
[2025-12-04T20:29:39.620321] [INFO ] [sig       ] [120/3547] Forecasting AKRO...
[2025-12-04T20:29:39.620349] [INFO ] [sig       ] Generating forecast for: AKRO
[2025-12-04T20:29:39.620378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'.
[2025-12-04T20:29:39.631826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKRO'.
[2025-12-04T20:29:39.632087] [INFO ] [FORECASTER] Starting predict_future for AKRO
[2025-12-04T20:29:39.632867] [DEBUG] [LOCAL     ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt
[2025-12-04T20:29:39.632916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:39.632946] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:39.632971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:39.633026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:39.689721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:39.690321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:39.690396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:39.690427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:39.811406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:39.811546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:39.811599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:39.811628] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:39.814864] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-04T20:29:39.815132] [INFO ] [FORECASTER] Completed predict_future for AKRO
[2025-12-04T20:29:39.815259] [INFO ] [sig       ] AKRO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:39.954278] [INFO ] [LOCAL     ] Saved forecast: AKRO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AKRO.txt
[2025-12-04T20:29:39.954433] [INFO ] [sig       ] [120/3547] Completed AKRO in 0.3s | 2.94 sym/s | Total: 40.7s | ETA: 19.4m
[2025-12-04T20:29:39.954477] [INFO ] [sig       ] [121/3547] Forecasting AL...
[2025-12-04T20:29:39.954505] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-04T20:29:39.954535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-04T20:29:39.966412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-04T20:29:39.966834] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-04T20:29:39.967660] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-04T20:29:39.967711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:39.967742] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:39.967766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:39.967821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:40.024700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:40.025601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:40.025691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:40.025723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:40.146367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:40.146514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:40.146552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:40.146597] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:40.149891] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-04T20:29:40.150162] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-04T20:29:40.150288] [INFO ] [sig       ] AL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:40.291701] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AL.txt
[2025-12-04T20:29:40.291858] [INFO ] [sig       ] [121/3547] Completed AL in 0.3s | 2.95 sym/s | Total: 41.1s | ETA: 19.4m
[2025-12-04T20:29:40.291900] [INFO ] [sig       ] [122/3547] Forecasting ALAB...
[2025-12-04T20:29:40.291929] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-04T20:29:40.291960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-04T20:29:40.303847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-04T20:29:40.304117] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-04T20:29:40.304896] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-04T20:29:40.304946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:40.304976] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:40.305000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:40.305054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:40.362017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:40.362667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:40.362747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:40.362777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:40.482830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:40.482958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:40.482995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:40.483020] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:40.486241] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-04T20:29:40.486507] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-04T20:29:40.486644] [INFO ] [sig       ] ALAB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:40.623203] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALAB.txt
[2025-12-04T20:29:40.623349] [INFO ] [sig       ] [122/3547] Completed ALAB in 0.3s | 2.95 sym/s | Total: 41.4s | ETA: 19.4m
[2025-12-04T20:29:40.623386] [INFO ] [sig       ] [123/3547] Forecasting ALB...
[2025-12-04T20:29:40.623413] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-04T20:29:40.623443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-04T20:29:40.634244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-04T20:29:40.634501] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-04T20:29:40.635265] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-04T20:29:40.635315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:40.635345] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:40.635371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:40.635424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:40.691385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:40.692030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:40.692105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:40.692136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:40.815591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:40.815720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:40.815759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:40.815785] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:40.819040] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-04T20:29:40.819304] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-04T20:29:40.819428] [INFO ] [sig       ] ALB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:40.956168] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALB.txt
[2025-12-04T20:29:40.956328] [INFO ] [sig       ] [123/3547] Completed ALB in 0.3s | 2.95 sym/s | Total: 41.7s | ETA: 19.4m
[2025-12-04T20:29:40.956367] [INFO ] [sig       ] [124/3547] Forecasting ALC...
[2025-12-04T20:29:40.956397] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-04T20:29:40.956426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-04T20:29:40.967712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-04T20:29:40.968087] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-04T20:29:40.968904] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-04T20:29:40.968953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:40.968983] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:40.969008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:40.969063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:41.027797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:41.028685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:41.028771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:41.028803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:41.143879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:41.143995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:41.144038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:41.144081] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:41.147317] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-04T20:29:41.147608] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-04T20:29:41.147732] [INFO ] [sig       ] ALC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:41.284208] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALC.txt
[2025-12-04T20:29:41.284326] [INFO ] [sig       ] [124/3547] Completed ALC in 0.3s | 2.95 sym/s | Total: 42.1s | ETA: 19.4m
[2025-12-04T20:29:41.284363] [INFO ] [sig       ] [125/3547] Forecasting ALCO...
[2025-12-04T20:29:41.284392] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-04T20:29:41.284420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-04T20:29:41.295439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-04T20:29:41.295722] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-04T20:29:41.296480] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-04T20:29:41.296530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:41.296561] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:41.296614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:41.296671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:41.352263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:41.352870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:41.352944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:41.352974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:41.477942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:41.478072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:41.478109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:41.478136] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:41.481427] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-04T20:29:41.481710] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-04T20:29:41.481830] [INFO ] [sig       ] ALCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:41.618947] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALCO.txt
[2025-12-04T20:29:41.619103] [INFO ] [sig       ] [125/3547] Completed ALCO in 0.3s | 2.95 sym/s | Total: 42.4s | ETA: 19.4m
[2025-12-04T20:29:41.619140] [INFO ] [sig       ] [126/3547] Forecasting ALDX...
[2025-12-04T20:29:41.619169] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-04T20:29:41.619202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-04T20:29:41.630028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-04T20:29:41.630332] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-04T20:29:41.631096] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-04T20:29:41.631145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:41.631201] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:41.631228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:41.631283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:41.687331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:41.688025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:41.688118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:41.688162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:41.806956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:41.807100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:41.807140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:41.807167] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:41.810482] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-04T20:29:41.810769] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-04T20:29:41.810889] [INFO ] [sig       ] ALDX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:41.947605] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALDX.txt
[2025-12-04T20:29:41.947725] [INFO ] [sig       ] [126/3547] Completed ALDX in 0.3s | 2.95 sym/s | Total: 42.7s | ETA: 19.3m
[2025-12-04T20:29:41.947762] [INFO ] [sig       ] [127/3547] Forecasting ALE...
[2025-12-04T20:29:41.947790] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-04T20:29:41.947819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-04T20:29:41.958779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-04T20:29:41.959048] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-04T20:29:41.959933] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-04T20:29:41.959988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:41.960023] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:41.960050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:41.960107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:42.027121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:42.028025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:42.028107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:42.028138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:42.146488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:42.146635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:42.146676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:42.146703] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:42.150008] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-04T20:29:42.150311] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-04T20:29:42.150436] [INFO ] [sig       ] ALE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:42.286477] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALE.txt
[2025-12-04T20:29:42.286659] [INFO ] [sig       ] [127/3547] Completed ALE in 0.3s | 2.95 sym/s | Total: 43.1s | ETA: 19.3m
[2025-12-04T20:29:42.286701] [INFO ] [sig       ] [128/3547] Forecasting ALEC...
[2025-12-04T20:29:42.286731] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-04T20:29:42.286760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-04T20:29:42.298391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-04T20:29:42.298773] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-04T20:29:42.299535] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-04T20:29:42.299602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:42.299634] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:42.299675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:42.299731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:42.356359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:42.357233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:42.357333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:42.357365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:42.483991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:42.484146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:42.484186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:42.484212] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:42.487696] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-04T20:29:42.488029] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-04T20:29:42.488172] [INFO ] [sig       ] ALEC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:42.630891] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALEC.txt
[2025-12-04T20:29:42.631051] [INFO ] [sig       ] [128/3547] Completed ALEC in 0.3s | 2.95 sym/s | Total: 43.4s | ETA: 19.3m
[2025-12-04T20:29:42.631091] [INFO ] [sig       ] [129/3547] Forecasting ALEX...
[2025-12-04T20:29:42.631121] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-04T20:29:42.631151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-04T20:29:42.642722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-04T20:29:42.642994] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-04T20:29:42.643785] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-04T20:29:42.643837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:42.643868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:42.643894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:42.643950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:42.700271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:42.701099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:42.701191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:42.701229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:42.818226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:42.818402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:42.818444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:42.818503] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:42.821876] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-12-04T20:29:42.822150] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-04T20:29:42.822275] [INFO ] [sig       ] ALEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:43.008133] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALEX.txt
[2025-12-04T20:29:43.008304] [INFO ] [sig       ] [129/3547] Completed ALEX in 0.4s | 2.95 sym/s | Total: 43.8s | ETA: 19.3m
[2025-12-04T20:29:43.008347] [INFO ] [sig       ] [130/3547] Forecasting ALG...
[2025-12-04T20:29:43.008377] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-04T20:29:43.008405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-04T20:29:43.020130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-04T20:29:43.020493] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-04T20:29:43.021292] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-04T20:29:43.021344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:43.021375] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:43.021401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:43.021456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:43.077818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:43.078690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:43.078770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:43.078801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:43.195899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:43.196047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:43.196087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:43.196114] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:43.199501] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=57.98%)
[2025-12-04T20:29:43.199808] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-04T20:29:43.199941] [INFO ] [sig       ] ALG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:43.337721] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALG.txt
[2025-12-04T20:29:43.337872] [INFO ] [sig       ] [130/3547] Completed ALG in 0.3s | 2.95 sym/s | Total: 44.1s | ETA: 19.3m
[2025-12-04T20:29:43.337910] [INFO ] [sig       ] [131/3547] Forecasting ALGM...
[2025-12-04T20:29:43.337939] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-04T20:29:43.337968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-04T20:29:43.349393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-04T20:29:43.349663] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-04T20:29:43.350413] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-04T20:29:43.350463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:43.350493] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:43.350518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:43.350592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:43.407191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:43.407839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:43.407915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:43.407946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:43.530028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:43.530160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:43.530206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:43.530240] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:43.533482] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-04T20:29:43.533761] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-04T20:29:43.533883] [INFO ] [sig       ] ALGM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:43.672507] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALGM.txt
[2025-12-04T20:29:43.672648] [INFO ] [sig       ] [131/3547] Completed ALGM in 0.3s | 2.95 sym/s | Total: 44.5s | ETA: 19.3m
[2025-12-04T20:29:43.672686] [INFO ] [sig       ] [132/3547] Forecasting ALGN...
[2025-12-04T20:29:43.672715] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-04T20:29:43.672752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-04T20:29:43.683779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-04T20:29:43.684049] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-04T20:29:43.684819] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-04T20:29:43.684868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:43.684898] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:43.684923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:43.684984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:43.742783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:43.743397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:43.743473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:43.743503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:43.862618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:43.862768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:43.862807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:43.862834] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:43.866209] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-04T20:29:43.866487] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-04T20:29:43.866626] [INFO ] [sig       ] ALGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:44.005689] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALGN.txt
[2025-12-04T20:29:44.005830] [INFO ] [sig       ] [132/3547] Completed ALGN in 0.3s | 2.95 sym/s | Total: 44.8s | ETA: 19.3m
[2025-12-04T20:29:44.005867] [INFO ] [sig       ] [133/3547] Forecasting ALGS...
[2025-12-04T20:29:44.005896] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-04T20:29:44.005925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-04T20:29:44.017057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-04T20:29:44.017344] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-04T20:29:44.018121] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-04T20:29:44.018171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:44.018201] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:44.018227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:44.018304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:44.074391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:44.075147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:44.075231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:44.075261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:44.194208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:44.194359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:44.194398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:44.194426] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:44.197846] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-04T20:29:44.198144] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-04T20:29:44.198301] [INFO ] [sig       ] ALGS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:44.338372] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALGS.txt
[2025-12-04T20:29:44.338505] [INFO ] [sig       ] [133/3547] Completed ALGS in 0.3s | 2.95 sym/s | Total: 45.1s | ETA: 19.3m
[2025-12-04T20:29:44.338543] [INFO ] [sig       ] [134/3547] Forecasting ALHC...
[2025-12-04T20:29:44.338587] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-04T20:29:44.338620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-04T20:29:44.350914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-04T20:29:44.351222] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-04T20:29:44.352028] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-04T20:29:44.352077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:44.352107] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:44.352131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:44.352185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:44.409273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:44.409948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:44.410027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:44.410058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:44.528155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:44.528330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:44.528372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:44.528399] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:44.531727] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-12-04T20:29:44.531995] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-04T20:29:44.532115] [INFO ] [sig       ] ALHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:44.670352] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALHC.txt
[2025-12-04T20:29:44.670607] [INFO ] [sig       ] [134/3547] Completed ALHC in 0.3s | 2.95 sym/s | Total: 45.5s | ETA: 19.3m
[2025-12-04T20:29:44.670663] [INFO ] [sig       ] [135/3547] Forecasting ALK...
[2025-12-04T20:29:44.670708] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-04T20:29:44.670741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-04T20:29:44.685760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-04T20:29:44.686313] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-04T20:29:44.687274] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-04T20:29:44.687327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:44.687359] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:44.687384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:44.687440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:44.744405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:44.745678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:44.745787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:44.745819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:44.869462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:44.869715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:44.869761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:44.869789] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:44.873667] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=33.80%)
[2025-12-04T20:29:44.873985] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-04T20:29:44.874122] [INFO ] [sig       ] ALK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:45.012392] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALK.txt
[2025-12-04T20:29:45.012590] [INFO ] [sig       ] [135/3547] Completed ALK in 0.3s | 2.95 sym/s | Total: 45.8s | ETA: 19.3m
[2025-12-04T20:29:45.012633] [INFO ] [sig       ] [136/3547] Forecasting ALKS...
[2025-12-04T20:29:45.012662] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-04T20:29:45.012691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-04T20:29:45.026601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-04T20:29:45.026995] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-04T20:29:45.027874] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-04T20:29:45.027924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:45.027954] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:45.027981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:45.028037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:45.083916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:45.084869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:45.084996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:45.085027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:45.202841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:45.202998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:45.203039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:45.203066] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:45.206374] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-04T20:29:45.206666] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-04T20:29:45.206789] [INFO ] [sig       ] ALKS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:45.342451] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALKS.txt
[2025-12-04T20:29:45.342585] [INFO ] [sig       ] [136/3547] Completed ALKS in 0.3s | 2.95 sym/s | Total: 46.1s | ETA: 19.3m
[2025-12-04T20:29:45.342624] [INFO ] [sig       ] [137/3547] Forecasting ALL...
[2025-12-04T20:29:45.342653] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-04T20:29:45.342681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-04T20:29:45.356985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-04T20:29:45.357471] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-04T20:29:45.358455] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-04T20:29:45.358507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:45.358538] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:45.358564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:45.358651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:45.415797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:45.416913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:45.417011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:45.417042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:45.537477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:45.537723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:45.537768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:45.537796] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:45.542241] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-04T20:29:45.542570] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-04T20:29:45.542726] [INFO ] [sig       ] ALL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:45.681608] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALL.txt
[2025-12-04T20:29:45.681784] [INFO ] [sig       ] [137/3547] Completed ALL in 0.3s | 2.95 sym/s | Total: 46.5s | ETA: 19.3m
[2025-12-04T20:29:45.681823] [INFO ] [sig       ] [138/3547] Forecasting ALLE...
[2025-12-04T20:29:45.681883] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-04T20:29:45.681918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-04T20:29:45.695006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-04T20:29:45.695421] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-04T20:29:45.696332] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-04T20:29:45.696382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:45.696412] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:45.696437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:45.696493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:45.753151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:45.754175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:45.754270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:45.754302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:45.871557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:45.871809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:45.871854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:45.871880] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:45.875753] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-04T20:29:45.876063] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-04T20:29:45.876198] [INFO ] [sig       ] ALLE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:46.016806] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALLE.txt
[2025-12-04T20:29:46.017025] [INFO ] [sig       ] [138/3547] Completed ALLE in 0.3s | 2.95 sym/s | Total: 46.8s | ETA: 19.3m
[2025-12-04T20:29:46.017066] [INFO ] [sig       ] [139/3547] Forecasting ALLO...
[2025-12-04T20:29:46.017095] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-04T20:29:46.017126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-04T20:29:46.032217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-04T20:29:46.032761] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-04T20:29:46.033685] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-04T20:29:46.033737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:46.033770] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:46.033795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:46.033850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:46.093081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:46.093963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:46.094072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:46.094119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:46.221783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:46.222009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:46.222054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:46.222086] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:46.226182] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=34.62%)
[2025-12-04T20:29:46.226547] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-04T20:29:46.226726] [INFO ] [sig       ] ALLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:46.375483] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALLO.txt
[2025-12-04T20:29:46.375766] [INFO ] [sig       ] [139/3547] Completed ALLO in 0.4s | 2.95 sym/s | Total: 47.2s | ETA: 19.3m
[2025-12-04T20:29:46.375808] [INFO ] [sig       ] [140/3547] Forecasting ALLY...
[2025-12-04T20:29:46.375838] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-04T20:29:46.375869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-04T20:29:46.388956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-04T20:29:46.389346] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-04T20:29:46.390226] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-04T20:29:46.390277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:46.390309] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:46.390334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:46.390389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:46.445722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:46.446380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:46.446459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:46.446489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:46.567850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:46.568002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:46.568041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:46.568067] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:46.571422] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-04T20:29:46.571710] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-04T20:29:46.571836] [INFO ] [sig       ] ALLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:46.710047] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALLY.txt
[2025-12-04T20:29:46.710194] [INFO ] [sig       ] [140/3547] Completed ALLY in 0.3s | 2.95 sym/s | Total: 47.5s | ETA: 19.3m
[2025-12-04T20:29:46.710233] [INFO ] [sig       ] [141/3547] Forecasting ALMS...
[2025-12-04T20:29:46.710261] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-04T20:29:46.710292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-04T20:29:46.722324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-04T20:29:46.722687] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-04T20:29:46.723481] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-04T20:29:46.723541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:46.723595] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:46.723624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:46.723678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:46.778978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:46.779700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:46.779782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:46.779813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:46.902228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:46.902453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:46.902499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:46.902528] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:46.906436] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-04T20:29:46.906764] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-04T20:29:46.906903] [INFO ] [sig       ] ALMS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:47.050030] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALMS.txt
[2025-12-04T20:29:47.050252] [INFO ] [sig       ] [141/3547] Completed ALMS in 0.3s | 2.95 sym/s | Total: 47.8s | ETA: 19.3m
[2025-12-04T20:29:47.050293] [INFO ] [sig       ] [142/3547] Forecasting ALNY...
[2025-12-04T20:29:47.050320] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-04T20:29:47.050352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-04T20:29:47.064236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-04T20:29:47.064718] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-04T20:29:47.065632] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-04T20:29:47.065686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:47.065721] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:47.065749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:47.065808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:47.129325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:47.130550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:47.130683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:47.130717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:47.255516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:47.255745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:47.255791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:47.255822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:47.259549] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-04T20:29:47.259878] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-04T20:29:47.260014] [INFO ] [sig       ] ALNY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:47.401588] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALNY.txt
[2025-12-04T20:29:47.401791] [INFO ] [sig       ] [142/3547] Completed ALNY in 0.4s | 2.95 sym/s | Total: 48.2s | ETA: 19.3m
[2025-12-04T20:29:47.401831] [INFO ] [sig       ] [143/3547] Forecasting ALRM...
[2025-12-04T20:29:47.401859] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-04T20:29:47.401891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-04T20:29:47.415680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-04T20:29:47.416122] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-04T20:29:47.417115] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-04T20:29:47.417167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:47.417232] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:47.417258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:47.417316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:47.476531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:47.477710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:47.477812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:47.477845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:47.609119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:47.609348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:47.609397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:47.609424] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:47.613595] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-04T20:29:47.613913] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-04T20:29:47.614055] [INFO ] [sig       ] ALRM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:47.757279] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALRM.txt
[2025-12-04T20:29:47.757498] [INFO ] [sig       ] [143/3547] Completed ALRM in 0.4s | 2.95 sym/s | Total: 48.6s | ETA: 19.3m
[2025-12-04T20:29:47.757541] [INFO ] [sig       ] [144/3547] Forecasting ALRS...
[2025-12-04T20:29:47.757590] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-04T20:29:47.757636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-04T20:29:47.770922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-04T20:29:47.771472] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-04T20:29:47.772379] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-04T20:29:47.772429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:47.772459] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:47.772484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:47.772540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:47.829677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:47.830871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:47.830972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:47.831003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:47.961633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:47.961884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:47.961931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:47.961961] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:47.965851] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: UP (p=73.52%)
[2025-12-04T20:29:47.966166] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-04T20:29:47.966303] [INFO ] [sig       ] ALRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:48.103738] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALRS.txt
[2025-12-04T20:29:48.103923] [INFO ] [sig       ] [144/3547] Completed ALRS in 0.3s | 2.94 sym/s | Total: 48.9s | ETA: 19.3m
[2025-12-04T20:29:48.103961] [INFO ] [sig       ] [145/3547] Forecasting ALSN...
[2025-12-04T20:29:48.103990] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-04T20:29:48.104020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-04T20:29:48.118838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-04T20:29:48.119426] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-04T20:29:48.120443] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-04T20:29:48.120505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:48.120546] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:48.120592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:48.120654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:48.184530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:48.185862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:48.185982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:48.186024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:48.305450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:48.305702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:48.305751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:48.305779] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:48.309903] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-04T20:29:48.310278] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-04T20:29:48.310437] [INFO ] [sig       ] ALSN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:48.460494] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALSN.txt
[2025-12-04T20:29:48.460723] [INFO ] [sig       ] [145/3547] Completed ALSN in 0.4s | 2.94 sym/s | Total: 49.3s | ETA: 19.3m
[2025-12-04T20:29:48.460770] [INFO ] [sig       ] [146/3547] Forecasting ALTG...
[2025-12-04T20:29:48.460801] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-04T20:29:48.460835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-04T20:29:48.475271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-04T20:29:48.475761] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-04T20:29:48.476667] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-04T20:29:48.476718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:48.476750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:48.476775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:48.476831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:48.533757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:48.534865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:48.534960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:48.534992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:48.655420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:48.655705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:48.655754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:48.655842] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:48.659700] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-04T20:29:48.660052] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-04T20:29:48.660208] [INFO ] [sig       ] ALTG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:48.802251] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALTG.txt
[2025-12-04T20:29:48.802423] [INFO ] [sig       ] [146/3547] Completed ALTG in 0.3s | 2.94 sym/s | Total: 49.6s | ETA: 19.3m
[2025-12-04T20:29:48.802462] [INFO ] [sig       ] [147/3547] Forecasting ALTI...
[2025-12-04T20:29:48.802491] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-04T20:29:48.802522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-04T20:29:48.814622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-04T20:29:48.814991] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-04T20:29:48.815834] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-04T20:29:48.815884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:48.815915] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:48.815941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:48.815997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:48.872296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:48.873326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:48.873418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:48.873449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:48.991894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:48.992109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:48.992157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:48.992184] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:48.995842] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-12-04T20:29:48.996144] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-04T20:29:48.996279] [INFO ] [sig       ] ALTI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:49.138814] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALTI.txt
[2025-12-04T20:29:49.139016] [INFO ] [sig       ] [147/3547] Completed ALTI in 0.3s | 2.94 sym/s | Total: 49.9s | ETA: 19.2m
[2025-12-04T20:29:49.139057] [INFO ] [sig       ] [148/3547] Forecasting ALTS...
[2025-12-04T20:29:49.139085] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-04T20:29:49.139116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-04T20:29:49.153453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-04T20:29:49.154007] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-04T20:29:49.155010] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-04T20:29:49.155062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:49.155094] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:49.155119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:49.155179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:49.213588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:49.214749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:49.214851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:49.214884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:49.340380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:49.340647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:49.340695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:49.340726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:49.344596] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-04T20:29:49.344916] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-04T20:29:49.345052] [INFO ] [sig       ] ALTS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:49.488976] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALTS.txt
[2025-12-04T20:29:49.489162] [INFO ] [sig       ] [148/3547] Completed ALTS in 0.4s | 2.94 sym/s | Total: 50.3s | ETA: 19.2m
[2025-12-04T20:29:49.489207] [INFO ] [sig       ] [149/3547] Forecasting ALTY...
[2025-12-04T20:29:49.489238] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-04T20:29:49.489272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-04T20:29:49.503101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-04T20:29:49.503618] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-04T20:29:49.504501] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-04T20:29:49.504557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:49.504620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:49.504659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:49.504722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:49.561250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:49.562189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:49.562275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:49.562306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:49.665089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:49.665246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:49.665287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:49.665321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:49.668769] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-12-04T20:29:49.669065] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-04T20:29:49.669193] [INFO ] [sig       ] ALTY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:49.809280] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALTY.txt
[2025-12-04T20:29:49.809443] [INFO ] [sig       ] [149/3547] Completed ALTY in 0.3s | 2.94 sym/s | Total: 50.6s | ETA: 19.2m
[2025-12-04T20:29:49.809488] [INFO ] [sig       ] [150/3547] Forecasting ALVO...
[2025-12-04T20:29:49.809517] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-04T20:29:49.809546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-04T20:29:49.823705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-04T20:29:49.824199] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-04T20:29:49.825160] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-04T20:29:49.825220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:49.825252] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:49.825278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:49.825334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:49.883686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:49.884621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:49.884748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:49.884785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:50.008924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:50.009145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:50.009191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:50.009227] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:50.012937] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-04T20:29:50.013237] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-04T20:29:50.013368] [INFO ] [sig       ] ALVO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:50.155695] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALVO.txt
[2025-12-04T20:29:50.155872] [INFO ] [sig       ] [150/3547] Completed ALVO in 0.3s | 2.94 sym/s | Total: 50.9s | ETA: 19.2m
[2025-12-04T20:29:50.155912] [INFO ] [sig       ] [151/3547] Forecasting ALX...
[2025-12-04T20:29:50.155940] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-04T20:29:50.155970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-04T20:29:50.169413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-04T20:29:50.169914] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-04T20:29:50.170809] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-04T20:29:50.170860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:50.170891] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:50.170916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:50.170972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:50.228568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:50.229646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:50.229745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:50.229777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:50.337202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:50.337420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:50.337465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:50.337493] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:50.341272] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-04T20:29:50.341568] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-04T20:29:50.341718] [INFO ] [sig       ] ALX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:50.481492] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALX.txt
[2025-12-04T20:29:50.481683] [INFO ] [sig       ] [151/3547] Completed ALX in 0.3s | 2.94 sym/s | Total: 51.3s | ETA: 19.2m
[2025-12-04T20:29:50.481725] [INFO ] [sig       ] [152/3547] Forecasting ALXO...
[2025-12-04T20:29:50.481754] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-04T20:29:50.481785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-04T20:29:50.494877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-04T20:29:50.495273] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-04T20:29:50.496168] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-04T20:29:50.496219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:50.496268] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:50.496294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:50.496351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:50.552568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:50.553439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:50.553532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:50.553562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:50.675874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:50.676089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:50.676133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:50.676160] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:50.679925] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=37.39%)
[2025-12-04T20:29:50.680229] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-04T20:29:50.680362] [INFO ] [sig       ] ALXO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:50.823701] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ALXO.txt
[2025-12-04T20:29:50.823909] [INFO ] [sig       ] [152/3547] Completed ALXO in 0.3s | 2.94 sym/s | Total: 51.6s | ETA: 19.2m
[2025-12-04T20:29:50.823952] [INFO ] [sig       ] [153/3547] Forecasting ALZN...
[2025-12-04T20:29:50.823981] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-04T20:29:50.824016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-04T20:29:50.842316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-04T20:29:50.843001] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-04T20:29:50.844127] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-04T20:29:50.844188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:50.844231] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:50.844266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:50.844345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:50.905356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:50.906376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:50.906531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:50.906565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:51.025621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:51.025840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:51.025885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:51.025913] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:51.029659] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-04T20:29:51.029949] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-04T20:29:51.030076] [INFO ] [sig       ] ALZN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:51.170966] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ALZN.txt
[2025-12-04T20:29:51.171153] [INFO ] [sig       ] [153/3547] Completed ALZN in 0.3s | 2.94 sym/s | Total: 52.0s | ETA: 19.2m
[2025-12-04T20:29:51.171193] [INFO ] [sig       ] [154/3547] Forecasting AM...
[2025-12-04T20:29:51.171222] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-04T20:29:51.171253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-04T20:29:51.184776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-04T20:29:51.185217] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-04T20:29:51.186151] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-04T20:29:51.186202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:51.186240] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:51.186265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:51.186322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:51.245348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:51.246502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:51.246615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:51.246651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:51.366691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:51.366919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:51.366965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:51.366993] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:51.370910] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-12-04T20:29:51.371230] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-04T20:29:51.371365] [INFO ] [sig       ] AM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:51.513815] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AM.txt
[2025-12-04T20:29:51.514016] [INFO ] [sig       ] [154/3547] Completed AM in 0.3s | 2.94 sym/s | Total: 52.3s | ETA: 19.2m
[2025-12-04T20:29:51.514056] [INFO ] [sig       ] [155/3547] Forecasting AMBA...
[2025-12-04T20:29:51.514086] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-04T20:29:51.514116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-04T20:29:51.527389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-04T20:29:51.527811] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-04T20:29:51.528817] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-04T20:29:51.528872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:51.528914] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:51.528949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:51.529007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:51.590679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:51.591660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:51.591747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:51.591780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:51.717212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:51.717365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:51.717403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:51.717431] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:51.720879] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-04T20:29:51.721156] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-04T20:29:51.721284] [INFO ] [sig       ] AMBA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:51.869647] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMBA.txt
[2025-12-04T20:29:51.869818] [INFO ] [sig       ] [155/3547] Completed AMBA in 0.4s | 2.94 sym/s | Total: 52.7s | ETA: 19.2m
[2025-12-04T20:29:51.869861] [INFO ] [sig       ] [156/3547] Forecasting AMBP...
[2025-12-04T20:29:51.869891] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-04T20:29:51.869919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-04T20:29:51.881548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-04T20:29:51.881967] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-04T20:29:51.882812] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-04T20:29:51.882862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:51.882893] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:51.882919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:51.882974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:51.943350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:51.944257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:51.944349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:51.944390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:52.066997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:52.067151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:52.067190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:52.067218] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:52.070626] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=40.31%)
[2025-12-04T20:29:52.070887] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-04T20:29:52.071007] [INFO ] [sig       ] AMBP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:52.212684] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMBP.txt
[2025-12-04T20:29:52.212831] [INFO ] [sig       ] [156/3547] Completed AMBP in 0.3s | 2.94 sym/s | Total: 53.0s | ETA: 19.2m
[2025-12-04T20:29:52.212869] [INFO ] [sig       ] [157/3547] Forecasting AMC...
[2025-12-04T20:29:52.212897] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-04T20:29:52.212925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-04T20:29:52.223808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-04T20:29:52.224079] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-04T20:29:52.224851] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-04T20:29:52.224900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:52.224930] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:52.224956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:52.225011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:52.280096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:52.280696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:52.280770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:52.280800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:52.401114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:52.401271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:52.401309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:52.401338] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:52.405038] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-04T20:29:52.405379] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-04T20:29:52.405538] [INFO ] [sig       ] AMC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:52.556888] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMC.txt
[2025-12-04T20:29:52.557148] [INFO ] [sig       ] [157/3547] Completed AMC in 0.3s | 2.94 sym/s | Total: 53.3s | ETA: 19.2m
[2025-12-04T20:29:52.557224] [INFO ] [sig       ] [158/3547] Forecasting AMCX...
[2025-12-04T20:29:52.557289] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-04T20:29:52.557346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-04T20:29:52.572141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-04T20:29:52.572789] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-04T20:29:52.573889] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-04T20:29:52.573947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:52.573981] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:52.574009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:52.574070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:52.653683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:52.655225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:52.655375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:52.655427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:52.819614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:52.819880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:52.819951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:52.820001] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:52.826027] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-04T20:29:52.826593] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-04T20:29:52.826816] [INFO ] [sig       ] AMCX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:53.028687] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMCX.txt
[2025-12-04T20:29:53.028923] [INFO ] [sig       ] [158/3547] Completed AMCX in 0.5s | 2.94 sym/s | Total: 53.8s | ETA: 19.2m
[2025-12-04T20:29:53.028988] [INFO ] [sig       ] [159/3547] Forecasting AMD...
[2025-12-04T20:29:53.029021] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-04T20:29:53.029054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-04T20:29:53.047966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-04T20:29:53.048714] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-04T20:29:53.050112] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-04T20:29:53.050186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:53.050238] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:53.050276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:53.050365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:53.119493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:53.120476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:53.120565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:53.120618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:53.270190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:53.270365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:53.270423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:53.270481] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:53.274186] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-04T20:29:53.274503] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-04T20:29:53.274662] [INFO ] [sig       ] AMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:53.415441] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMD.txt
[2025-12-04T20:29:53.415608] [INFO ] [sig       ] [159/3547] Completed AMD in 0.4s | 2.93 sym/s | Total: 54.2s | ETA: 19.3m
[2025-12-04T20:29:53.415649] [INFO ] [sig       ] [160/3547] Forecasting AMDL...
[2025-12-04T20:29:53.415679] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-04T20:29:53.415708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-04T20:29:53.428831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-04T20:29:53.429167] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-04T20:29:53.429956] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-04T20:29:53.430006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:53.430063] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:53.430091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:53.430145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:53.488717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:53.489926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:53.490025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:53.490058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:53.632238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:53.632407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:53.632451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:53.632484] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:53.636247] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-04T20:29:53.636560] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-04T20:29:53.636722] [INFO ] [sig       ] AMDL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:53.784599] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMDL.txt
[2025-12-04T20:29:53.784750] [INFO ] [sig       ] [160/3547] Completed AMDL in 0.4s | 2.93 sym/s | Total: 54.6s | ETA: 19.3m
[2025-12-04T20:29:53.784788] [INFO ] [sig       ] [161/3547] Forecasting AME...
[2025-12-04T20:29:53.784817] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-04T20:29:53.784846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-04T20:29:53.796841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-04T20:29:53.797185] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-04T20:29:53.798000] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-04T20:29:53.798051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:53.798082] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:53.798107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:53.798162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:53.853383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:53.854234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:53.854330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:53.854363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:53.971793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:53.971927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:53.971968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:53.971994] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:53.975338] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-04T20:29:53.975634] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-04T20:29:53.975760] [INFO ] [sig       ] AME: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:54.111762] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AME.txt
[2025-12-04T20:29:54.111911] [INFO ] [sig       ] [161/3547] Completed AME in 0.3s | 2.93 sym/s | Total: 54.9s | ETA: 19.2m
[2025-12-04T20:29:54.111949] [INFO ] [sig       ] [162/3547] Forecasting AMG...
[2025-12-04T20:29:54.111977] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-04T20:29:54.112007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-04T20:29:54.124284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-04T20:29:54.124688] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-04T20:29:54.125473] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-04T20:29:54.125523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:54.125553] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:54.125608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:54.125671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:54.181225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:54.182108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:54.182194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:54.182227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:54.299383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:54.299532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:54.299586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:54.299616] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:54.302915] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-04T20:29:54.303184] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-04T20:29:54.303307] [INFO ] [sig       ] AMG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:54.441158] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMG.txt
[2025-12-04T20:29:54.441287] [INFO ] [sig       ] [162/3547] Completed AMG in 0.3s | 2.93 sym/s | Total: 55.2s | ETA: 19.2m
[2025-12-04T20:29:54.441326] [INFO ] [sig       ] [163/3547] Forecasting AMGN...
[2025-12-04T20:29:54.441356] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-04T20:29:54.441387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-04T20:29:54.452895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-04T20:29:54.453163] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-04T20:29:54.453949] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-04T20:29:54.454000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:54.454032] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:54.454068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:54.454126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:54.511176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:54.511985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:54.512068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:54.512100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:54.631067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:54.631193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:54.631231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:54.631287] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:54.634645] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-12-04T20:29:54.634910] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-04T20:29:54.635034] [INFO ] [sig       ] AMGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:54.771187] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMGN.txt
[2025-12-04T20:29:54.771302] [INFO ] [sig       ] [163/3547] Completed AMGN in 0.3s | 2.93 sym/s | Total: 55.6s | ETA: 19.2m
[2025-12-04T20:29:54.771338] [INFO ] [sig       ] [164/3547] Forecasting AMH...
[2025-12-04T20:29:54.771367] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-04T20:29:54.771395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-04T20:29:54.783682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-04T20:29:54.784083] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-04T20:29:54.784987] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-04T20:29:54.785041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:54.785072] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:54.785097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:54.785151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:54.841971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:54.842910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:54.842994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:54.843025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:54.958524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:54.958706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:54.958749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:54.958776] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:54.962114] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-04T20:29:54.962387] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-04T20:29:54.962513] [INFO ] [sig       ] AMH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:55.101198] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMH.txt
[2025-12-04T20:29:55.101339] [INFO ] [sig       ] [164/3547] Completed AMH in 0.3s | 2.93 sym/s | Total: 55.9s | ETA: 19.2m
[2025-12-04T20:29:55.101375] [INFO ] [sig       ] [165/3547] Forecasting AMLX...
[2025-12-04T20:29:55.101403] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-04T20:29:55.101432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-04T20:29:55.113111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-04T20:29:55.113441] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-04T20:29:55.114271] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-04T20:29:55.114321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:55.114350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:55.114376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:55.114431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:55.171895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:55.172759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:55.172840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:55.172872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:55.288454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:55.288624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:55.288667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:55.288696] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:55.292199] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-04T20:29:55.292498] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-04T20:29:55.292647] [INFO ] [sig       ] AMLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:55.433715] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMLX.txt
[2025-12-04T20:29:55.433856] [INFO ] [sig       ] [165/3547] Completed AMLX in 0.3s | 2.93 sym/s | Total: 56.2s | ETA: 19.2m
[2025-12-04T20:29:55.433895] [INFO ] [sig       ] [166/3547] Forecasting AMN...
[2025-12-04T20:29:55.433924] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-04T20:29:55.433954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-04T20:29:55.446673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-04T20:29:55.447054] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-04T20:29:55.447849] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-04T20:29:55.447898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:55.447928] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:55.447954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:55.448008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:55.505687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:55.506438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:55.506537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:55.506596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:55.629939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:55.630101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:55.630141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:55.630169] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:55.633675] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-04T20:29:55.633963] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-04T20:29:55.634104] [INFO ] [sig       ] AMN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:55.777204] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMN.txt
[2025-12-04T20:29:55.777346] [INFO ] [sig       ] [166/3547] Completed AMN in 0.3s | 2.93 sym/s | Total: 56.6s | ETA: 19.2m
[2025-12-04T20:29:55.777382] [INFO ] [sig       ] [167/3547] Forecasting AMP...
[2025-12-04T20:29:55.777411] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-04T20:29:55.777446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-04T20:29:55.789358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-04T20:29:55.789700] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-04T20:29:55.790474] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-04T20:29:55.790536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:55.790594] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:55.790627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:55.790687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:55.848424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:55.849244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:55.849327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:55.849360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:55.968744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:55.968900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:55.968940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:55.968967] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:55.972441] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-04T20:29:55.972741] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-04T20:29:55.972877] [INFO ] [sig       ] AMP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:56.112887] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMP.txt
[2025-12-04T20:29:56.113014] [INFO ] [sig       ] [167/3547] Completed AMP in 0.3s | 2.93 sym/s | Total: 56.9s | ETA: 19.2m
[2025-12-04T20:29:56.113052] [INFO ] [sig       ] [168/3547] Forecasting AMPG...
[2025-12-04T20:29:56.113080] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-04T20:29:56.113109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-04T20:29:56.125042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-04T20:29:56.125365] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-04T20:29:56.126160] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-04T20:29:56.126210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:56.126239] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:56.126264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:56.126318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:56.183619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:56.184242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:56.184322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:56.184353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:56.303603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:56.303735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:56.303771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:56.303796] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:56.307000] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-04T20:29:56.307263] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-04T20:29:56.307383] [INFO ] [sig       ] AMPG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:56.444357] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMPG.txt
[2025-12-04T20:29:56.444499] [INFO ] [sig       ] [168/3547] Completed AMPG in 0.3s | 2.94 sym/s | Total: 57.2s | ETA: 19.2m
[2025-12-04T20:29:56.444538] [INFO ] [sig       ] [169/3547] Forecasting AMPH...
[2025-12-04T20:29:56.444585] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-04T20:29:56.444618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-04T20:29:56.455979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-04T20:29:56.456286] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-04T20:29:56.457116] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-04T20:29:56.457167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:56.457198] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:56.457226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:56.457283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:56.513982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:56.514636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:56.514716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:56.514747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:56.638651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:56.638801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:56.638840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:56.638866] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:56.642174] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-12-04T20:29:56.642437] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-04T20:29:56.642564] [INFO ] [sig       ] AMPH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:56.780119] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMPH.txt
[2025-12-04T20:29:56.780235] [INFO ] [sig       ] [169/3547] Completed AMPH in 0.3s | 2.94 sym/s | Total: 57.6s | ETA: 19.2m
[2025-12-04T20:29:56.780271] [INFO ] [sig       ] [170/3547] Forecasting AMPL...
[2025-12-04T20:29:56.780298] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-04T20:29:56.780327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-04T20:29:56.791827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-04T20:29:56.792113] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-04T20:29:56.792989] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-04T20:29:56.793038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:56.793068] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:56.793093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:56.793148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:56.849754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:56.850350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:56.850452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:56.850484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:56.964118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:56.964285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:56.964324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:56.964352] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:56.967784] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-12-04T20:29:56.968065] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-04T20:29:56.968193] [INFO ] [sig       ] AMPL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:57.108946] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMPL.txt
[2025-12-04T20:29:57.109070] [INFO ] [sig       ] [170/3547] Completed AMPL in 0.3s | 2.94 sym/s | Total: 57.9s | ETA: 19.2m
[2025-12-04T20:29:57.109106] [INFO ] [sig       ] [171/3547] Forecasting AMPX...
[2025-12-04T20:29:57.109134] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-04T20:29:57.109163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-04T20:29:57.123786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-04T20:29:57.124190] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-04T20:29:57.125012] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-04T20:29:57.125064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:57.125096] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:57.125135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:57.125191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:57.185067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:57.185883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:57.185971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:57.186004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:57.310463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:57.310654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:57.310699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:57.310728] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:57.314219] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=62.67%)
[2025-12-04T20:29:57.314508] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-04T20:29:57.314669] [INFO ] [sig       ] AMPX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:57.451769] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMPX.txt
[2025-12-04T20:29:57.451927] [INFO ] [sig       ] [171/3547] Completed AMPX in 0.3s | 2.94 sym/s | Total: 58.2s | ETA: 19.2m
[2025-12-04T20:29:57.451965] [INFO ] [sig       ] [172/3547] Forecasting AMRC...
[2025-12-04T20:29:57.451992] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-04T20:29:57.452020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-04T20:29:57.464236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-04T20:29:57.464518] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-04T20:29:57.465283] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-04T20:29:57.465333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:57.465363] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:57.465388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:57.465443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:57.521716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:57.522358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:57.522439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:57.522471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:57.647887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:57.647998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:57.648037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:57.648064] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:57.651424] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=49.90%)
[2025-12-04T20:29:57.651713] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-04T20:29:57.651837] [INFO ] [sig       ] AMRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:57.788596] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMRC.txt
[2025-12-04T20:29:57.788778] [INFO ] [sig       ] [172/3547] Completed AMRC in 0.3s | 2.94 sym/s | Total: 58.6s | ETA: 19.2m
[2025-12-04T20:29:57.788830] [INFO ] [sig       ] [173/3547] Forecasting AMRN...
[2025-12-04T20:29:57.788860] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-04T20:29:57.788891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-04T20:29:57.800322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-04T20:29:57.800656] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-04T20:29:57.801407] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-04T20:29:57.801456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:57.801486] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:57.801512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:57.801583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:57.857630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:57.858529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:57.858634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:57.858667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:57.979750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:57.979904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:57.979945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:57.979974] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:57.983393] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=78.44%)
[2025-12-04T20:29:57.983685] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-04T20:29:57.983817] [INFO ] [sig       ] AMRN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:58.120111] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMRN.txt
[2025-12-04T20:29:58.120300] [INFO ] [sig       ] [173/3547] Completed AMRN in 0.3s | 2.94 sym/s | Total: 58.9s | ETA: 19.1m
[2025-12-04T20:29:58.120354] [INFO ] [sig       ] [174/3547] Forecasting AMRX...
[2025-12-04T20:29:58.120395] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-04T20:29:58.120435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-04T20:29:58.131856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-04T20:29:58.132128] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-04T20:29:58.132897] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-04T20:29:58.132946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:58.132976] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:58.133001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:58.133054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:58.191610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:58.192460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:58.192543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:58.192592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:58.318029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:58.318189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:58.318229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:58.318258] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:58.322173] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-04T20:29:58.322443] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-04T20:29:58.322593] [INFO ] [sig       ] AMRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:29:58.460476] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMRX.txt
[2025-12-04T20:29:58.460632] [INFO ] [sig       ] [174/3547] Completed AMRX in 0.3s | 2.94 sym/s | Total: 59.3s | ETA: 19.1m
[2025-12-04T20:29:58.460679] [INFO ] [sig       ] [175/3547] Forecasting AMSC...
[2025-12-04T20:29:58.460714] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-04T20:29:58.460746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-04T20:29:58.472931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-04T20:29:58.473256] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-04T20:29:58.474042] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-04T20:29:58.474092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:58.474122] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:58.474147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:58.474201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:58.530377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:58.531026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:58.531101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:58.531132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:58.651924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:58.652096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:58.652137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:58.652163] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:58.655645] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-04T20:29:58.655939] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-04T20:29:58.656070] [INFO ] [sig       ] AMSC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:58.794830] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMSC.txt
[2025-12-04T20:29:58.794997] [INFO ] [sig       ] [175/3547] Completed AMSC in 0.3s | 2.94 sym/s | Total: 59.6s | ETA: 19.1m
[2025-12-04T20:29:58.795036] [INFO ] [sig       ] [176/3547] Forecasting AMSF...
[2025-12-04T20:29:58.795065] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-04T20:29:58.795093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-04T20:29:58.806882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-04T20:29:58.807172] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-04T20:29:58.807984] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-04T20:29:58.808045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:58.808077] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:58.808103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:58.808156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:58.864147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:58.864826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:58.864903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:58.864933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:58.981480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:58.981617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:58.981659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:58.981686] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:58.985039] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-04T20:29:58.985302] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-04T20:29:58.985424] [INFO ] [sig       ] AMSF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:59.124643] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMSF.txt
[2025-12-04T20:29:59.124770] [INFO ] [sig       ] [176/3547] Completed AMSF in 0.3s | 2.94 sym/s | Total: 59.9s | ETA: 19.1m
[2025-12-04T20:29:59.124807] [INFO ] [sig       ] [177/3547] Forecasting AMTB...
[2025-12-04T20:29:59.124834] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-04T20:29:59.124862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-04T20:29:59.136683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-04T20:29:59.136976] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-04T20:29:59.137774] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-04T20:29:59.137824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:59.137882] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:59.137910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:59.137967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:59.196433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:59.197072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:59.197148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:59.197179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:59.316538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:59.316695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:59.316733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:59.316760] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:59.320043] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-04T20:29:59.320305] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-04T20:29:59.320425] [INFO ] [sig       ] AMTB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:59.459782] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMTB.txt
[2025-12-04T20:29:59.459907] [INFO ] [sig       ] [177/3547] Completed AMTB in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:29:59.459944] [INFO ] [sig       ] [178/3547] Forecasting AMTX...
[2025-12-04T20:29:59.459971] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-04T20:29:59.459999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-04T20:29:59.472264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-04T20:29:59.472636] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-04T20:29:59.473470] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-04T20:29:59.473522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:59.473552] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:59.473603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:59.473669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:59.529948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:59.530673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:59.530751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:59.530781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:59.649921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:59.650059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:59.650099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:59.650127] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:59.653441] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-04T20:29:59.653719] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-04T20:29:59.653843] [INFO ] [sig       ] AMTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:29:59.791607] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMTX.txt
[2025-12-04T20:29:59.791730] [INFO ] [sig       ] [178/3547] Completed AMTX in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:29:59.791772] [INFO ] [sig       ] [179/3547] Forecasting AMWD...
[2025-12-04T20:29:59.791802] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-04T20:29:59.791830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-04T20:29:59.802678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-04T20:29:59.802965] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-04T20:29:59.803729] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-04T20:29:59.803779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:29:59.803810] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:29:59.803835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:29:59.803890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:29:59.860216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:29:59.860864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:29:59.860939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:29:59.860969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:29:59.981279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:29:59.981428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:29:59.981467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:29:59.981494] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:29:59.984865] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-04T20:29:59.985135] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-04T20:29:59.985260] [INFO ] [sig       ] AMWD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:00.124483] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMWD.txt
[2025-12-04T20:30:00.124668] [INFO ] [sig       ] [179/3547] Completed AMWD in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:30:00.124709] [INFO ] [sig       ] [180/3547] Forecasting AMX...
[2025-12-04T20:30:00.124739] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-04T20:30:00.124768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-04T20:30:00.136294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-04T20:30:00.136673] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-04T20:30:00.137430] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-04T20:30:00.137480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:00.137510] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:00.137535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:00.137613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:00.196641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:00.197595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:00.197678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:00.197709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:00.323041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:00.323217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:00.323278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:00.323361] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:00.328422] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-04T20:30:00.328866] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-04T20:30:00.329051] [INFO ] [sig       ] AMX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:00.474886] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AMX.txt
[2025-12-04T20:30:00.475131] [INFO ] [sig       ] [180/3547] Completed AMX in 0.4s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:30:00.475176] [INFO ] [sig       ] [181/3547] Forecasting AMZN...
[2025-12-04T20:30:00.475207] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-04T20:30:00.475239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-04T20:30:00.490751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-04T20:30:00.491330] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-04T20:30:00.492318] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-04T20:30:00.492371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:00.492401] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:00.492425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:00.492481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:00.548654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:00.549338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:00.549423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:00.549453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:00.674032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:00.674184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:00.674225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:00.674253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:00.677804] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=79.32%)
[2025-12-04T20:30:00.678095] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-04T20:30:00.678236] [INFO ] [sig       ] AMZN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:00.818165] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMZN.txt
[2025-12-04T20:30:00.818330] [INFO ] [sig       ] [181/3547] Completed AMZN in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:30:00.818371] [INFO ] [sig       ] [182/3547] Forecasting AMZZ...
[2025-12-04T20:30:00.818401] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-04T20:30:00.818430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-04T20:30:00.830125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-04T20:30:00.830477] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-04T20:30:00.831276] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-04T20:30:00.831327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:00.831357] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:00.831382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:00.831436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:00.887559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:00.888504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:00.888613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:00.888650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:01.012009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:01.012237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:01.012283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:01.012314] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:01.016303] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-04T20:30:01.016648] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-04T20:30:01.016794] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:01.157618] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AMZZ.txt
[2025-12-04T20:30:01.157814] [INFO ] [sig       ] [182/3547] Completed AMZZ in 0.3s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:30:01.157866] [INFO ] [sig       ] [183/3547] Forecasting AN...
[2025-12-04T20:30:01.157901] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-04T20:30:01.157976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-04T20:30:01.173167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-04T20:30:01.173782] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-04T20:30:01.174956] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-04T20:30:01.175007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:01.175038] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:01.175062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:01.175118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:01.233490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:01.234531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:01.234651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:01.234685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:01.362112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:01.362329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:01.362398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:01.362428] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:01.366155] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-04T20:30:01.366448] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-04T20:30:01.366606] [INFO ] [sig       ] AN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:01.515682] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AN.txt
[2025-12-04T20:30:01.515892] [INFO ] [sig       ] [183/3547] Completed AN in 0.4s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:30:01.515936] [INFO ] [sig       ] [184/3547] Forecasting ANAB...
[2025-12-04T20:30:01.515979] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-04T20:30:01.516018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-04T20:30:01.529920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-04T20:30:01.530452] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-04T20:30:01.531366] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-04T20:30:01.531421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:01.531456] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:01.531483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:01.531539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:01.591708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:01.592933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:01.593106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:01.593140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:01.727621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:01.727796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:01.727840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:01.727869] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:01.731799] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-04T20:30:01.732124] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-04T20:30:01.732271] [INFO ] [sig       ] ANAB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:01.884506] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ANAB.txt
[2025-12-04T20:30:01.884771] [INFO ] [sig       ] [184/3547] Completed ANAB in 0.4s | 2.94 sym/s | Total: 1.0m | ETA: 19.1m
[2025-12-04T20:30:01.884830] [INFO ] [sig       ] [185/3547] Forecasting ANDE...
[2025-12-04T20:30:01.884871] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-04T20:30:01.884918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-04T20:30:01.964258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-04T20:30:01.964800] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-04T20:30:01.965744] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-04T20:30:01.965798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:01.965831] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:01.965856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:01.965913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:02.025107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:02.026326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:02.026424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:02.026455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:02.161341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:02.161619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:02.161669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:02.161699] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:02.166556] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-04T20:30:02.167096] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-04T20:30:02.167303] [INFO ] [sig       ] ANDE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:02.327932] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ANDE.txt
[2025-12-04T20:30:02.328153] [INFO ] [sig       ] [185/3547] Completed ANDE in 0.4s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:02.328198] [INFO ] [sig       ] [186/3547] Forecasting ANF...
[2025-12-04T20:30:02.328227] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-04T20:30:02.328258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-04T20:30:02.342991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-04T20:30:02.343723] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-04T20:30:02.344819] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-04T20:30:02.344870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:02.344902] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:02.344927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:02.344987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:02.408766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:02.410165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:02.410274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:02.410308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:02.537893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:02.538048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:02.538089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:02.538118] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:02.542007] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-04T20:30:02.542326] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-04T20:30:02.542470] [INFO ] [sig       ] ANF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:02.687102] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ANF.txt
[2025-12-04T20:30:02.687299] [INFO ] [sig       ] [186/3547] Completed ANF in 0.4s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:02.687343] [INFO ] [sig       ] [187/3547] Forecasting ANGI...
[2025-12-04T20:30:02.687380] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-04T20:30:02.687412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-04T20:30:02.702046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-04T20:30:02.702628] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-04T20:30:02.703478] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-04T20:30:02.703530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:02.703594] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:02.703626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:02.703682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:02.763388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:02.764372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:02.764499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:02.764534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:02.886908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:02.887079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:02.887121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:02.887151] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:02.890749] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-12-04T20:30:02.891091] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-04T20:30:02.891236] [INFO ] [sig       ] ANGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:03.034875] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ANGI.txt
[2025-12-04T20:30:03.035040] [INFO ] [sig       ] [187/3547] Completed ANGI in 0.3s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:03.035079] [INFO ] [sig       ] [188/3547] Forecasting ANGL...
[2025-12-04T20:30:03.035110] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-04T20:30:03.035140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-04T20:30:03.047309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-04T20:30:03.047741] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-04T20:30:03.048568] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-04T20:30:03.048637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:03.048667] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:03.048693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:03.048748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:03.105453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:03.106340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:03.106422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:03.106453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:03.230257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:03.230408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:03.230448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:03.230476] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:03.234173] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-04T20:30:03.234442] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-04T20:30:03.234568] [INFO ] [sig       ] ANGL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:03.372753] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ANGL.txt
[2025-12-04T20:30:03.372885] [INFO ] [sig       ] [188/3547] Completed ANGL in 0.3s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:03.372922] [INFO ] [sig       ] [189/3547] Forecasting ANGO...
[2025-12-04T20:30:03.372950] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-04T20:30:03.372978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-04T20:30:03.384620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-04T20:30:03.384973] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-04T20:30:03.385780] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-04T20:30:03.385831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:03.385863] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:03.385889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:03.385944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:03.447883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:03.448795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:03.448886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:03.448921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:03.574885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:03.575049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:03.575093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:03.575131] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:03.578709] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-04T20:30:03.579014] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-04T20:30:03.579150] [INFO ] [sig       ] ANGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:03.722135] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ANGO.txt
[2025-12-04T20:30:03.722300] [INFO ] [sig       ] [189/3547] Completed ANGO in 0.3s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:03.722341] [INFO ] [sig       ] [190/3547] Forecasting ANIK...
[2025-12-04T20:30:03.722382] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-04T20:30:03.722415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-04T20:30:03.738795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-04T20:30:03.739302] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-04T20:30:03.740445] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-04T20:30:03.740515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:03.740560] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:03.740634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:03.740720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:03.809254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:03.810153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:03.810240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:03.810272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:03.935687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:03.936050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:03.936091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:03.936120] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:03.940234] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-04T20:30:03.940545] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-04T20:30:03.940703] [INFO ] [sig       ] ANIK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:04.081749] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ANIK.txt
[2025-12-04T20:30:04.081913] [INFO ] [sig       ] [190/3547] Completed ANIK in 0.4s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:04.081952] [INFO ] [sig       ] [191/3547] Forecasting ANIP...
[2025-12-04T20:30:04.081986] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-04T20:30:04.082015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-04T20:30:04.095976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-04T20:30:04.096495] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-04T20:30:04.097468] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-04T20:30:04.097523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:04.097555] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:04.097602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:04.097661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:04.158467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:04.159456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:04.159558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:04.159633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:04.288170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:04.288354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:04.288399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:04.288427] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:04.292322] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-04T20:30:04.292650] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-04T20:30:04.292790] [INFO ] [sig       ] ANIP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:04.438216] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ANIP.txt
[2025-12-04T20:30:04.438388] [INFO ] [sig       ] [191/3547] Completed ANIP in 0.4s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:04.438434] [INFO ] [sig       ] [192/3547] Forecasting ANIX...
[2025-12-04T20:30:04.438464] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-04T20:30:04.438494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-04T20:30:04.451972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-04T20:30:04.452620] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-04T20:30:04.453543] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-04T20:30:04.453614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:04.453647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:04.453674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:04.453732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:04.514002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:04.515224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:04.515325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:04.515359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:04.642639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:04.642861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:04.642907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:04.642937] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:04.646858] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-04T20:30:04.647166] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-04T20:30:04.647307] [INFO ] [sig       ] ANIX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:04.796227] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ANIX.txt
[2025-12-04T20:30:04.796434] [INFO ] [sig       ] [192/3547] Completed ANIX in 0.4s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:04.796474] [INFO ] [sig       ] [193/3547] Forecasting ANNX...
[2025-12-04T20:30:04.796504] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-04T20:30:04.796537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-04T20:30:04.810846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-04T20:30:04.811330] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-04T20:30:04.812170] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-04T20:30:04.812221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:04.812253] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:04.812278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:04.812334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:04.871398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:04.872559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:04.872675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:04.872709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:04.998678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:04.998901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:04.998954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:04.998986] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:05.003131] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-04T20:30:05.003484] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-04T20:30:05.003678] [INFO ] [sig       ] ANNX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:05.146038] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ANNX.txt
[2025-12-04T20:30:05.146213] [INFO ] [sig       ] [193/3547] Completed ANNX in 0.3s | 2.93 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:05.146256] [INFO ] [sig       ] [194/3547] Forecasting ANTX...
[2025-12-04T20:30:05.146286] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-04T20:30:05.146317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-04T20:30:05.190500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-04T20:30:05.190957] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-04T20:30:05.191894] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-04T20:30:05.192132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:05.192197] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:05.192223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:05.192281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:05.249536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:05.250314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:05.250401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:05.250432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:05.366432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:05.366609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:05.366651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:05.366696] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:05.370099] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-12-04T20:30:05.370369] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-04T20:30:05.370494] [INFO ] [sig       ] ANTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:05.533366] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ANTX.txt
[2025-12-04T20:30:05.533642] [INFO ] [sig       ] [194/3547] Completed ANTX in 0.4s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:05.533707] [INFO ] [sig       ] [195/3547] Forecasting ANVS...
[2025-12-04T20:30:05.533742] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-04T20:30:05.533774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-04T20:30:05.548770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-04T20:30:05.549258] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-04T20:30:05.550144] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-04T20:30:05.550195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:05.550226] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:05.550252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:05.550308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:05.624162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:05.625398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:05.625539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:05.625593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:05.765668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:05.765959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:05.766031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:05.766077] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:05.772610] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-04T20:30:05.773537] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-04T20:30:05.773819] [INFO ] [sig       ] ANVS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:05.961259] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ANVS.txt
[2025-12-04T20:30:05.961500] [INFO ] [sig       ] [195/3547] Completed ANVS in 0.4s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:05.961552] [INFO ] [sig       ] [196/3547] Forecasting AOD...
[2025-12-04T20:30:05.961606] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-04T20:30:05.961639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-04T20:30:05.976905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-04T20:30:05.977484] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-04T20:30:05.978638] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-04T20:30:05.978704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:05.978749] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:05.978777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:05.978835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:06.043012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:06.044323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:06.044438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:06.044518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:06.181629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:06.181857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:06.181902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:06.181930] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:06.185848] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-04T20:30:06.186178] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-04T20:30:06.186329] [INFO ] [sig       ] AOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:06.340622] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AOD.txt
[2025-12-04T20:30:06.340867] [INFO ] [sig       ] [196/3547] Completed AOD in 0.4s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:06.340930] [INFO ] [sig       ] [197/3547] Forecasting AOHY...
[2025-12-04T20:30:06.340979] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-04T20:30:06.341025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-04T20:30:06.356094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-04T20:30:06.356831] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-04T20:30:06.357999] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-04T20:30:06.358082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:06.358121] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:06.358156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:06.358227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:06.416599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:06.417708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:06.417803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:06.417837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:06.537392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:06.537640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:06.537687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:06.537763] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:06.541998] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-04T20:30:06.542516] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-04T20:30:06.542729] [INFO ] [sig       ] AOHY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:06.686837] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AOHY.txt
[2025-12-04T20:30:06.687055] [INFO ] [sig       ] [197/3547] Completed AOHY in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:06.687099] [INFO ] [sig       ] [198/3547] Forecasting AON...
[2025-12-04T20:30:06.687129] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-04T20:30:06.687160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-04T20:30:06.700090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-04T20:30:06.700664] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-04T20:30:06.701593] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-04T20:30:06.701645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:06.701677] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:06.701721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:06.701779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:06.758839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:06.759757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:06.759846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:06.759878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:06.885820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:06.886063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:06.886107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:06.886135] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:06.889949] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=47.23%)
[2025-12-04T20:30:06.890251] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-04T20:30:06.890398] [INFO ] [sig       ] AON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:07.028595] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AON.txt
[2025-12-04T20:30:07.028771] [INFO ] [sig       ] [198/3547] Completed AON in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:07.028810] [INFO ] [sig       ] [199/3547] Forecasting AOSL...
[2025-12-04T20:30:07.028840] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-04T20:30:07.028869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-04T20:30:07.043648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-04T20:30:07.044217] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-04T20:30:07.045252] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-04T20:30:07.045311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:07.045350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:07.045378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:07.045437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:07.102072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:07.103269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:07.103388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:07.103419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:07.222600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:07.222825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:07.222868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:07.222897] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:07.226730] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2025-12-04T20:30:07.227041] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-04T20:30:07.227179] [INFO ] [sig       ] AOSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:07.374817] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AOSL.txt
[2025-12-04T20:30:07.375024] [INFO ] [sig       ] [199/3547] Completed AOSL in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:07.375069] [INFO ] [sig       ] [200/3547] Forecasting AP...
[2025-12-04T20:30:07.375101] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-04T20:30:07.375134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-04T20:30:07.391480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-04T20:30:07.392066] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-04T20:30:07.393027] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-04T20:30:07.393078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:07.393109] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:07.393134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:07.393189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:07.461544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:07.462978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:07.463111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:07.463168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:07.601853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:07.602124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:07.602191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:07.602236] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:07.607930] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-04T20:30:07.608506] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-04T20:30:07.608751] [INFO ] [sig       ] AP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:07.761976] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AP.txt
[2025-12-04T20:30:07.762202] [INFO ] [sig       ] [200/3547] Completed AP in 0.4s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:07.762261] [INFO ] [sig       ] [201/3547] Forecasting APA...
[2025-12-04T20:30:07.762326] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-04T20:30:07.762376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-04T20:30:07.778447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-04T20:30:07.779079] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-04T20:30:07.780029] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-04T20:30:07.780081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:07.780113] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:07.780138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:07.780194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:07.840420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:07.841658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:07.841778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:07.841812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:07.973103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:07.973326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:07.973373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:07.973403] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:07.977193] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-04T20:30:07.977497] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-04T20:30:07.977652] [INFO ] [sig       ] APA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:08.131713] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APA.txt
[2025-12-04T20:30:08.131926] [INFO ] [sig       ] [201/3547] Completed APA in 0.4s | 2.92 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-04T20:30:08.131977] [INFO ] [sig       ] [202/3547] Forecasting APAM...
[2025-12-04T20:30:08.132008] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-04T20:30:08.132046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-04T20:30:08.146319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-04T20:30:08.146882] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-04T20:30:08.147849] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-04T20:30:08.147901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:08.147933] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:08.147960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:08.148023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:08.206816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:08.208012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:08.208153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:08.208187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:08.327524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:08.327761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:08.327804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:08.327832] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:08.331650] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-04T20:30:08.331970] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-04T20:30:08.332112] [INFO ] [sig       ] APAM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:08.473374] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APAM.txt
[2025-12-04T20:30:08.473591] [INFO ] [sig       ] [202/3547] Completed APAM in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:08.473634] [INFO ] [sig       ] [203/3547] Forecasting APD...
[2025-12-04T20:30:08.473663] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-04T20:30:08.473693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-04T20:30:08.487463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-04T20:30:08.487975] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-04T20:30:08.488935] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-04T20:30:08.488989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:08.489021] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:08.489046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:08.489104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:08.546056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:08.547121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:08.547214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:08.547245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:08.672881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:08.673141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:08.673188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:08.673215] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:08.677319] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-04T20:30:08.677731] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-04T20:30:08.677884] [INFO ] [sig       ] APD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:08.819885] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APD.txt
[2025-12-04T20:30:08.820099] [INFO ] [sig       ] [203/3547] Completed APD in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:08.820140] [INFO ] [sig       ] [204/3547] Forecasting APEI...
[2025-12-04T20:30:08.820167] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-04T20:30:08.820199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-04T20:30:08.836741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-04T20:30:08.837223] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-04T20:30:08.838150] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-04T20:30:08.838200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:08.838230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:08.838257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:08.838331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:08.895174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:08.896330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:08.896467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:08.896502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:09.015601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:09.015828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:09.015874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:09.015902] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:09.019657] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-12-04T20:30:09.019948] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-04T20:30:09.020084] [INFO ] [sig       ] APEI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:09.169661] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APEI.txt
[2025-12-04T20:30:09.169931] [INFO ] [sig       ] [204/3547] Completed APEI in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:09.169982] [INFO ] [sig       ] [205/3547] Forecasting APG...
[2025-12-04T20:30:09.170014] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-04T20:30:09.170050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-04T20:30:09.184055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-04T20:30:09.184603] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-04T20:30:09.185488] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-04T20:30:09.185539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:09.185586] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:09.185614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:09.185671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:09.242169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:09.243283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:09.243377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:09.243409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:09.364048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:09.364271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:09.364316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:09.364343] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:09.368078] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-04T20:30:09.368410] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-04T20:30:09.368544] [INFO ] [sig       ] APG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:09.508016] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APG.txt
[2025-12-04T20:30:09.508193] [INFO ] [sig       ] [205/3547] Completed APG in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:09.508233] [INFO ] [sig       ] [206/3547] Forecasting APGE...
[2025-12-04T20:30:09.508261] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-04T20:30:09.508316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-04T20:30:09.521084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-04T20:30:09.521465] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-04T20:30:09.522309] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-04T20:30:09.522362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:09.522395] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:09.522423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:09.522480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:09.585672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:09.586562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:09.586664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:09.586697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:09.713022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:09.713201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:09.713244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:09.713274] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:09.716901] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-04T20:30:09.717171] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-04T20:30:09.717297] [INFO ] [sig       ] APGE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:09.855793] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APGE.txt
[2025-12-04T20:30:09.855919] [INFO ] [sig       ] [206/3547] Completed APGE in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:09.855955] [INFO ] [sig       ] [207/3547] Forecasting APH...
[2025-12-04T20:30:09.855982] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-04T20:30:09.856011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-04T20:30:09.867783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-04T20:30:09.868067] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-04T20:30:09.868876] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-04T20:30:09.868936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:09.868972] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:09.868998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:09.869052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:09.925602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:09.926290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:09.926367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:09.926397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:10.045967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:10.046147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:10.046188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:10.046214] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:10.049613] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-04T20:30:10.049917] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-04T20:30:10.050077] [INFO ] [sig       ] APH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:10.188799] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APH.txt
[2025-12-04T20:30:10.188972] [INFO ] [sig       ] [207/3547] Completed APH in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:10.189010] [INFO ] [sig       ] [208/3547] Forecasting API...
[2025-12-04T20:30:10.189039] [INFO ] [sig       ] Generating forecast for: API
[2025-12-04T20:30:10.189070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-04T20:30:10.200635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-04T20:30:10.200931] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-04T20:30:10.201716] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-04T20:30:10.201766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:10.201796] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:10.201822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:10.201876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:10.257836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:10.258752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:10.258836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:10.258866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:10.379469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:10.379644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:10.379683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:10.379710] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:10.383123] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=21.71%)
[2025-12-04T20:30:10.383419] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-04T20:30:10.383544] [INFO ] [sig       ] API: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:10.525690] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/API.txt
[2025-12-04T20:30:10.525845] [INFO ] [sig       ] [208/3547] Completed API in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:10.525885] [INFO ] [sig       ] [209/3547] Forecasting APLD...
[2025-12-04T20:30:10.525913] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-04T20:30:10.525942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-04T20:30:10.537863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-04T20:30:10.538210] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-04T20:30:10.539210] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-04T20:30:10.539262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:10.539293] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:10.539318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:10.539372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:10.595326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:10.596268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:10.596353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:10.596385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:10.713522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:10.713688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:10.713727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:10.713754] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:10.717096] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2025-12-04T20:30:10.717366] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-04T20:30:10.717488] [INFO ] [sig       ] APLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:10.857679] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APLD.txt
[2025-12-04T20:30:10.857843] [INFO ] [sig       ] [209/3547] Completed APLD in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:10.857880] [INFO ] [sig       ] [210/3547] Forecasting APLE...
[2025-12-04T20:30:10.857910] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-04T20:30:10.857940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-04T20:30:10.871802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-04T20:30:10.872336] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-04T20:30:10.873254] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-04T20:30:10.873319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:10.873353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:10.873380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:10.873439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:10.933971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:10.935212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:10.935317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:10.935350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:11.056287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:11.056513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:11.056560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:11.056652] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:11.060888] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2025-12-04T20:30:11.061306] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-04T20:30:11.061467] [INFO ] [sig       ] APLE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:11.210800] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APLE.txt
[2025-12-04T20:30:11.211042] [INFO ] [sig       ] [210/3547] Completed APLE in 0.4s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:11.211086] [INFO ] [sig       ] [211/3547] Forecasting APLS...
[2025-12-04T20:30:11.211118] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-04T20:30:11.211157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-04T20:30:11.225376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-04T20:30:11.225788] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-04T20:30:11.226674] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-04T20:30:11.226726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:11.226814] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:11.226845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:11.226903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:11.284024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:11.284834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:11.284922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:11.284954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:11.407437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:11.407612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:11.407654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:11.407682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:11.411033] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-04T20:30:11.411301] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-04T20:30:11.411422] [INFO ] [sig       ] APLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:11.551248] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APLS.txt
[2025-12-04T20:30:11.551411] [INFO ] [sig       ] [211/3547] Completed APLS in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:11.551449] [INFO ] [sig       ] [212/3547] Forecasting APM...
[2025-12-04T20:30:11.551477] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-04T20:30:11.551505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-04T20:30:11.563100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-04T20:30:11.563470] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-04T20:30:11.564282] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-04T20:30:11.564334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:11.564362] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:11.564387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:11.564441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:11.620486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:11.621344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:11.621425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:11.621456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:11.734832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:11.734994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:11.735033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:11.735061] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:11.738536] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-12-04T20:30:11.738823] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-04T20:30:11.738946] [INFO ] [sig       ] APM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:11.881074] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APM.txt
[2025-12-04T20:30:11.881209] [INFO ] [sig       ] [212/3547] Completed APM in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-04T20:30:11.881245] [INFO ] [sig       ] [213/3547] Forecasting APO...
[2025-12-04T20:30:11.881273] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-04T20:30:11.881301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-04T20:30:11.893491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-04T20:30:11.893807] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-04T20:30:11.894563] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-04T20:30:11.894639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:11.894670] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:11.894696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:11.894754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:11.950719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:11.951360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:11.951441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:11.951472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:12.076655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:12.076807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:12.076845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:12.076871] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:12.080313] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-04T20:30:12.080607] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-04T20:30:12.080731] [INFO ] [sig       ] APO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:12.217278] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APO.txt
[2025-12-04T20:30:12.217415] [INFO ] [sig       ] [213/3547] Completed APO in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-04T20:30:12.217453] [INFO ] [sig       ] [214/3547] Forecasting APOG...
[2025-12-04T20:30:12.217483] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-04T20:30:12.217513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-04T20:30:12.229274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-04T20:30:12.229630] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-04T20:30:12.230406] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-04T20:30:12.230456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:12.230486] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:12.230510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:12.230564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:12.288032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:12.289346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:12.289463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:12.289496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:12.415352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:12.415601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:12.415652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:12.415727] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:12.419792] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-04T20:30:12.420110] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-04T20:30:12.420252] [INFO ] [sig       ] APOG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:12.562588] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APOG.txt
[2025-12-04T20:30:12.562791] [INFO ] [sig       ] [214/3547] Completed APOG in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-04T20:30:12.562839] [INFO ] [sig       ] [215/3547] Forecasting APP...
[2025-12-04T20:30:12.562870] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-04T20:30:12.562910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-04T20:30:12.576356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-04T20:30:12.576843] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-04T20:30:12.577682] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-04T20:30:12.577733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:12.577763] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:12.577788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:12.577843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:12.634610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:12.635528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:12.635647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:12.635681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:12.754291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:12.754450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:12.754490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:12.754517] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:12.758083] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-04T20:30:12.758429] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-04T20:30:12.758603] [INFO ] [sig       ] APP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:12.903462] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APP.txt
[2025-12-04T20:30:12.903704] [INFO ] [sig       ] [215/3547] Completed APP in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-04T20:30:12.903748] [INFO ] [sig       ] [216/3547] Forecasting APPF...
[2025-12-04T20:30:12.903778] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-04T20:30:12.903808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-04T20:30:12.918396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-04T20:30:12.918978] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-04T20:30:12.919891] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-04T20:30:12.919942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:12.919975] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:12.920000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:12.920058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:12.976665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:12.977758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:12.977856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:12.977888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:13.099936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:13.100166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:13.100210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:13.100239] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:13.104225] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-04T20:30:13.104610] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-04T20:30:13.104799] [INFO ] [sig       ] APPF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:13.249917] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APPF.txt
[2025-12-04T20:30:13.250133] [INFO ] [sig       ] [216/3547] Completed APPF in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-04T20:30:13.250176] [INFO ] [sig       ] [217/3547] Forecasting APPN...
[2025-12-04T20:30:13.250205] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-04T20:30:13.250238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-04T20:30:13.264597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-04T20:30:13.265066] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-04T20:30:13.266003] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-04T20:30:13.266057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:13.266089] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:13.266115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:13.266178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:13.323920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:13.325092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:13.325191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:13.325222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:13.447586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:13.447806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:13.447853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:13.447883] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:13.451661] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-12-04T20:30:13.451965] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-04T20:30:13.452099] [INFO ] [sig       ] APPN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:13.591125] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APPN.txt
[2025-12-04T20:30:13.591276] [INFO ] [sig       ] [217/3547] Completed APPN in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-04T20:30:13.591315] [INFO ] [sig       ] [218/3547] Forecasting APPS...
[2025-12-04T20:30:13.591344] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-04T20:30:13.591373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-04T20:30:13.604715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-04T20:30:13.605077] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-04T20:30:13.605957] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-04T20:30:13.606007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:13.606038] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:13.606064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:13.606121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:13.661973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:13.662833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:13.662923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:13.662953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:13.784352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:13.784592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:13.784640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:13.784692] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:13.788440] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-04T20:30:13.788754] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-04T20:30:13.788893] [INFO ] [sig       ] APPS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:13.928991] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APPS.txt
[2025-12-04T20:30:13.929163] [INFO ] [sig       ] [218/3547] Completed APPS in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-04T20:30:13.929203] [INFO ] [sig       ] [219/3547] Forecasting APRE...
[2025-12-04T20:30:13.929231] [INFO ] [sig       ] Generating forecast for: APRE
[2025-12-04T20:30:13.929260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-12-04T20:30:13.944162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-12-04T20:30:13.944745] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-12-04T20:30:13.945700] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-12-04T20:30:13.945756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:13.945790] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:13.945819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:13.945880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:14.007236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:14.008472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:14.008605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:14.008649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:14.127498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:14.127789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:14.127838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:14.127866] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:14.133139] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-04T20:30:14.133612] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-12-04T20:30:14.133798] [INFO ] [sig       ] APRE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:14.273472] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/APRE.txt
[2025-12-04T20:30:14.273687] [INFO ] [sig       ] [219/3547] Completed APRE in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:14.273730] [INFO ] [sig       ] [220/3547] Forecasting APVO...
[2025-12-04T20:30:14.273762] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-04T20:30:14.273794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-04T20:30:14.286940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-04T20:30:14.287316] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-04T20:30:14.288157] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-04T20:30:14.288208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:14.288238] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:14.288264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:14.288356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:14.345140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:14.346211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:14.346328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:14.346361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:14.463054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:14.463306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:14.463358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:14.463387] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:14.468370] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-04T20:30:14.468768] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-04T20:30:14.468929] [INFO ] [sig       ] APVO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:14.606808] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APVO.txt
[2025-12-04T20:30:14.607022] [INFO ] [sig       ] [220/3547] Completed APVO in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:14.607063] [INFO ] [sig       ] [221/3547] Forecasting APYX...
[2025-12-04T20:30:14.607092] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-04T20:30:14.607122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-04T20:30:14.622718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-04T20:30:14.623348] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-04T20:30:14.624487] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-04T20:30:14.624543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:14.624597] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:14.624629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:14.624688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:14.684064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:14.685277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:14.685423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:14.685457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:14.799501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:14.799750] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:30:14.799799] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:14.799827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:14.803647] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-04T20:30:14.803952] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-04T20:30:14.804090] [INFO ] [sig       ] APYX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:14.942085] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/APYX.txt
[2025-12-04T20:30:14.942288] [INFO ] [sig       ] [221/3547] Completed APYX in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:14.942328] [INFO ] [sig       ] [222/3547] Forecasting AQN...
[2025-12-04T20:30:14.942358] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-04T20:30:14.942391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-04T20:30:14.956548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-04T20:30:14.957154] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-04T20:30:14.958075] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-04T20:30:14.958125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:14.958175] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:14.958202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:14.958259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:15.017164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:15.018202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:15.018322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:15.018358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:15.147084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:15.147309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:15.147356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:15.147384] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:15.151373] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-12-04T20:30:15.151775] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-04T20:30:15.151927] [INFO ] [sig       ] AQN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:15.291475] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AQN.txt
[2025-12-04T20:30:15.291707] [INFO ] [sig       ] [222/3547] Completed AQN in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:15.291750] [INFO ] [sig       ] [223/3547] Forecasting AQNB...
[2025-12-04T20:30:15.291780] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-04T20:30:15.291809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-04T20:30:15.305529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-04T20:30:15.306051] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-04T20:30:15.306946] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-04T20:30:15.306996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:15.307028] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:15.307052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:15.307108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:15.366662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:15.367833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:15.367942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:15.367978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:15.480390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:15.480622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:15.480668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:15.480696] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:15.484389] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-04T20:30:15.484724] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-04T20:30:15.484868] [INFO ] [sig       ] AQNB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:15.625616] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AQNB.txt
[2025-12-04T20:30:15.625840] [INFO ] [sig       ] [223/3547] Completed AQNB in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:15.625881] [INFO ] [sig       ] [224/3547] Forecasting ARBB...
[2025-12-04T20:30:15.625912] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-04T20:30:15.625942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-04T20:30:15.638798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-04T20:30:15.639356] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-04T20:30:15.640334] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-04T20:30:15.640386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:15.640419] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:15.640444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:15.640500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:15.698213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:15.699299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:15.699392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:15.699424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:15.814649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:15.814804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:15.814844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:15.814872] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:15.818587] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-12-04T20:30:15.818930] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-04T20:30:15.819075] [INFO ] [sig       ] ARBB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:15.955747] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARBB.txt
[2025-12-04T20:30:15.955934] [INFO ] [sig       ] [224/3547] Completed ARBB in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:15.955987] [INFO ] [sig       ] [225/3547] Forecasting ARBE...
[2025-12-04T20:30:15.956021] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-04T20:30:15.956055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-04T20:30:15.968969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-04T20:30:15.969300] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-04T20:30:15.970113] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-04T20:30:15.970163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:15.970194] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:15.970219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:15.970277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:16.025715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:16.026393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:16.026472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:16.026503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:16.151054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:16.151287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:16.151333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:16.151362] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:16.155279] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-04T20:30:16.155611] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-04T20:30:16.155757] [INFO ] [sig       ] ARBE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:16.305424] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARBE.txt
[2025-12-04T20:30:16.305656] [INFO ] [sig       ] [225/3547] Completed ARBE in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:16.305698] [INFO ] [sig       ] [226/3547] Forecasting ARCB...
[2025-12-04T20:30:16.305738] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-04T20:30:16.305769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-04T20:30:16.318363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-04T20:30:16.318737] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-04T20:30:16.319553] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-04T20:30:16.319657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:16.319693] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:16.319719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:16.319774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:16.374844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:16.375458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:16.375538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:16.375569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:16.496738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:16.496901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:16.496939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:16.496968] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:16.503519] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=25.56%)
[2025-12-04T20:30:16.503847] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-04T20:30:16.503985] [INFO ] [sig       ] ARCB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:16.639806] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARCB.txt
[2025-12-04T20:30:16.639924] [INFO ] [sig       ] [226/3547] Completed ARCB in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:16.639961] [INFO ] [sig       ] [227/3547] Forecasting ARCC...
[2025-12-04T20:30:16.639991] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-04T20:30:16.640020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-04T20:30:16.653626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-04T20:30:16.653933] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-04T20:30:16.654749] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-04T20:30:16.654800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:16.654832] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:16.654857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:16.654912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:16.710454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:16.711053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:16.711129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:16.711159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:16.827324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:16.827445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:16.827496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:16.827524] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:16.830733] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-12-04T20:30:16.830997] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-04T20:30:16.831123] [INFO ] [sig       ] ARCC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:16.966756] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARCC.txt
[2025-12-04T20:30:16.966868] [INFO ] [sig       ] [227/3547] Completed ARCC in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-04T20:30:16.966905] [INFO ] [sig       ] [228/3547] Forecasting ARCO...
[2025-12-04T20:30:16.966932] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-04T20:30:16.966960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-04T20:30:16.978142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-04T20:30:16.978469] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-04T20:30:16.979288] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-04T20:30:16.979339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:16.979406] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:16.979444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:16.979524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:17.036413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:17.037789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:17.037910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:17.037946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:17.156305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:17.156531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:17.156608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:17.156647] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:17.161413] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-04T20:30:17.161747] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-04T20:30:17.161890] [INFO ] [sig       ] ARCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:17.305840] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARCO.txt
[2025-12-04T20:30:17.306055] [INFO ] [sig       ] [228/3547] Completed ARCO in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:17.306099] [INFO ] [sig       ] [229/3547] Forecasting ARDC...
[2025-12-04T20:30:17.306128] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-04T20:30:17.306158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-04T20:30:17.323123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-04T20:30:17.323767] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-04T20:30:17.324747] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-04T20:30:17.324800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:17.324833] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:17.324858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:17.324915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:17.382271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:17.383563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:17.383686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:17.383718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:17.501960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:17.502191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:17.502237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:17.502293] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:17.506188] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-04T20:30:17.506521] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-04T20:30:17.506685] [INFO ] [sig       ] ARDC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:17.650049] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARDC.txt
[2025-12-04T20:30:17.650320] [INFO ] [sig       ] [229/3547] Completed ARDC in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:17.650363] [INFO ] [sig       ] [230/3547] Forecasting ARDX...
[2025-12-04T20:30:17.650392] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-04T20:30:17.650422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-04T20:30:17.664057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-04T20:30:17.664477] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-04T20:30:17.665476] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-04T20:30:17.665526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:17.665558] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:17.665601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:17.665663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:17.722279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:17.723211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:17.723297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:17.723327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:17.842321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:17.842482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:17.842521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:17.842548] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:17.845958] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-12-04T20:30:17.846250] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-04T20:30:17.846379] [INFO ] [sig       ] ARDX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:17.992596] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARDX.txt
[2025-12-04T20:30:17.992797] [INFO ] [sig       ] [230/3547] Completed ARDX in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:17.992841] [INFO ] [sig       ] [231/3547] Forecasting ARE...
[2025-12-04T20:30:17.992873] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-04T20:30:17.992909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-04T20:30:18.007038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-04T20:30:18.007610] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-04T20:30:18.008642] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-04T20:30:18.008696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:18.008729] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:18.008755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:18.008812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:18.071417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:18.072592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:18.072691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:18.072752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:18.206191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:18.206434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:18.206483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:18.206555] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:18.210946] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2025-12-04T20:30:18.211338] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-04T20:30:18.211495] [INFO ] [sig       ] ARE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:18.370926] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARE.txt
[2025-12-04T20:30:18.371138] [INFO ] [sig       ] [231/3547] Completed ARE in 0.4s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:18.371183] [INFO ] [sig       ] [232/3547] Forecasting AREC...
[2025-12-04T20:30:18.371216] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-04T20:30:18.371247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-04T20:30:18.385381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-04T20:30:18.385856] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-04T20:30:18.386681] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-04T20:30:18.386733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:18.386764] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:18.386788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:18.386842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:18.442183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:18.442899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:18.442977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:18.443008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:18.560169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:18.560323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:18.560364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:18.560390] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:18.563824] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=44.34%)
[2025-12-04T20:30:18.564106] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-04T20:30:18.564235] [INFO ] [sig       ] AREC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:18.709305] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AREC.txt
[2025-12-04T20:30:18.709480] [INFO ] [sig       ] [232/3547] Completed AREC in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:18.709534] [INFO ] [sig       ] [233/3547] Forecasting ARES...
[2025-12-04T20:30:18.709602] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-04T20:30:18.709639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-04T20:30:18.723742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-04T20:30:18.724227] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-04T20:30:18.725151] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-04T20:30:18.725203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:18.725235] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:18.725260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:18.725345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:18.783171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:18.784253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:18.784350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:18.784384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:18.907055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:18.907219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:18.907261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:18.907291] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:18.910826] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2025-12-04T20:30:18.911113] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-04T20:30:18.911249] [INFO ] [sig       ] ARES: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:19.051434] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARES.txt
[2025-12-04T20:30:19.051688] [INFO ] [sig       ] [233/3547] Completed ARES in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:19.051737] [INFO ] [sig       ] [234/3547] Forecasting ARGX...
[2025-12-04T20:30:19.051772] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-04T20:30:19.051805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-04T20:30:19.065222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-04T20:30:19.065653] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-04T20:30:19.066619] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-04T20:30:19.066673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:19.066708] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:19.066736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:19.066796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:19.123000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:19.124114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:19.124215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:19.124253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:19.246476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:19.246718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:19.246767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:19.246797] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:19.250761] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-04T20:30:19.251069] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-04T20:30:19.251205] [INFO ] [sig       ] ARGX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:19.395677] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARGX.txt
[2025-12-04T20:30:19.395847] [INFO ] [sig       ] [234/3547] Completed ARGX in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:19.395890] [INFO ] [sig       ] [235/3547] Forecasting ARHS...
[2025-12-04T20:30:19.395919] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-04T20:30:19.395952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-04T20:30:19.409246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-04T20:30:19.409718] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-04T20:30:19.410632] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-04T20:30:19.410682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:19.410713] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:19.410739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:19.410798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:19.467142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:19.468044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:19.468134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:19.468165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:19.590549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:19.590752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:19.590806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:19.590843] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:19.595529] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-12-04T20:30:19.595913] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-04T20:30:19.596087] [INFO ] [sig       ] ARHS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:19.745862] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARHS.txt
[2025-12-04T20:30:19.746024] [INFO ] [sig       ] [235/3547] Completed ARHS in 0.4s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:19.746064] [INFO ] [sig       ] [236/3547] Forecasting ARI...
[2025-12-04T20:30:19.746093] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-04T20:30:19.746121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-04T20:30:19.761213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-04T20:30:19.761671] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-04T20:30:19.762706] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-04T20:30:19.762768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:19.762810] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:19.762846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:19.762926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:19.830785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:19.831670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:19.831752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:19.831784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:19.954235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:19.954384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:19.954425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:19.954452] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:19.957787] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=25.39%)
[2025-12-04T20:30:19.958052] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-04T20:30:19.958175] [INFO ] [sig       ] ARI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:20.095206] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARI.txt
[2025-12-04T20:30:20.095310] [INFO ] [sig       ] [236/3547] Completed ARI in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-04T20:30:20.095346] [INFO ] [sig       ] [237/3547] Forecasting ARKO...
[2025-12-04T20:30:20.095373] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-04T20:30:20.095402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-04T20:30:20.107714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-04T20:30:20.108045] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-04T20:30:20.108934] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-04T20:30:20.108985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:20.109015] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:20.109040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:20.109094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:20.167532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:20.168477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:20.168594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:20.168629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:20.286134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:20.286282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:20.286320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:20.286346] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:20.289760] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-12-04T20:30:20.290030] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-04T20:30:20.290159] [INFO ] [sig       ] ARKO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:20.441651] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARKO.txt
[2025-12-04T20:30:20.441872] [INFO ] [sig       ] [237/3547] Completed ARKO in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:20.441916] [INFO ] [sig       ] [238/3547] Forecasting ARLP...
[2025-12-04T20:30:20.441945] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-04T20:30:20.441978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-04T20:30:20.456005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-04T20:30:20.456525] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-04T20:30:20.457450] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-04T20:30:20.457505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:20.457539] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:20.457566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:20.457650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:20.516679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:20.517858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:20.518001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:20.518036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:20.634186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:20.634403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:20.634447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:20.634475] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:20.638166] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-04T20:30:20.638483] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-04T20:30:20.638634] [INFO ] [sig       ] ARLP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:20.777502] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARLP.txt
[2025-12-04T20:30:20.777713] [INFO ] [sig       ] [238/3547] Completed ARLP in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:20.777758] [INFO ] [sig       ] [239/3547] Forecasting ARM...
[2025-12-04T20:30:20.777790] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-04T20:30:20.777821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-04T20:30:20.791384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-04T20:30:20.791840] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-04T20:30:20.792734] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-04T20:30:20.792787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:20.792831] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:20.792860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:20.792918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:20.850387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:20.851366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:20.851460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:20.851491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:20.973958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:20.974183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:20.974228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:20.974256] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:20.977932] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-04T20:30:20.978233] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-04T20:30:20.978394] [INFO ] [sig       ] ARM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:21.119265] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARM.txt
[2025-12-04T20:30:21.119482] [INFO ] [sig       ] [239/3547] Completed ARM in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:21.119523] [INFO ] [sig       ] [240/3547] Forecasting ARMK...
[2025-12-04T20:30:21.119552] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-04T20:30:21.119602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-04T20:30:21.132683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-04T20:30:21.133132] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-04T20:30:21.134054] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-04T20:30:21.134104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:21.134135] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:21.134160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:21.134217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:21.191412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:21.192471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:21.192564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:21.192615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:21.318907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:21.319148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:21.319191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:21.319218] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:21.323057] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-04T20:30:21.323411] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-04T20:30:21.323569] [INFO ] [sig       ] ARMK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:21.465360] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARMK.txt
[2025-12-04T20:30:21.465529] [INFO ] [sig       ] [240/3547] Completed ARMK in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:21.465583] [INFO ] [sig       ] [241/3547] Forecasting AROC...
[2025-12-04T20:30:21.465617] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-04T20:30:21.465647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-04T20:30:21.479698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-04T20:30:21.480154] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-04T20:30:21.481122] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-04T20:30:21.481173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:21.481204] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:21.481229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:21.481289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:21.537226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:21.538401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:21.538498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:21.538529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:21.660218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:21.660445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:21.660490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:21.660517] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:21.664718] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-12-04T20:30:21.665091] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-04T20:30:21.665252] [INFO ] [sig       ] AROC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:21.810669] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AROC.txt
[2025-12-04T20:30:21.810971] [INFO ] [sig       ] [241/3547] Completed AROC in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:21.811034] [INFO ] [sig       ] [242/3547] Forecasting ARQ...
[2025-12-04T20:30:21.811082] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-04T20:30:21.811122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-04T20:30:21.824960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-04T20:30:21.825376] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-04T20:30:21.826448] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-04T20:30:21.826502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:21.826535] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:21.826562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:21.826641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:21.884256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:21.885229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:21.885320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:21.885350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:22.008033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:22.008329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:22.008380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:22.008411] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:22.012369] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-04T20:30:22.012702] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-04T20:30:22.012847] [INFO ] [sig       ] ARQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:22.156850] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARQ.txt
[2025-12-04T20:30:22.157053] [INFO ] [sig       ] [242/3547] Completed ARQ in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:22.157094] [INFO ] [sig       ] [243/3547] Forecasting ARQQ...
[2025-12-04T20:30:22.157123] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-04T20:30:22.157154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-04T20:30:22.170903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-04T20:30:22.171391] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-04T20:30:22.172289] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-04T20:30:22.172339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:22.172369] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:22.172395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:22.172451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:22.230534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:22.231743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:22.231848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:22.231885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:22.351683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:22.351940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:22.351987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:22.352017] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:22.355928] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-12-04T20:30:22.356242] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-04T20:30:22.356386] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:22.502542] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARQQ.txt
[2025-12-04T20:30:22.502757] [INFO ] [sig       ] [243/3547] Completed ARQQ in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:22.502798] [INFO ] [sig       ] [244/3547] Forecasting ARRY...
[2025-12-04T20:30:22.502826] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-04T20:30:22.502854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-04T20:30:22.516103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-04T20:30:22.516490] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-04T20:30:22.517347] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-04T20:30:22.517398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:22.517429] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:22.517455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:22.517509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:22.576550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:22.577431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:22.577517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:22.577549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:22.703435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:22.703609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:22.703650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:22.703678] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:22.707163] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-04T20:30:22.707434] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-04T20:30:22.707565] [INFO ] [sig       ] ARRY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:22.857703] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARRY.txt
[2025-12-04T20:30:22.857961] [INFO ] [sig       ] [244/3547] Completed ARRY in 0.4s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:22.858011] [INFO ] [sig       ] [245/3547] Forecasting ARTL...
[2025-12-04T20:30:22.858044] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-04T20:30:22.858076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-04T20:30:22.875264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-04T20:30:22.875886] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-04T20:30:22.876884] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-04T20:30:22.876936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:22.877007] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:22.877035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:22.877093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:22.936873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:22.937957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:22.938054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:22.938087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:23.050931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:23.051151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:23.051197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:23.051224] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:23.055056] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-04T20:30:23.055360] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-04T20:30:23.055497] [INFO ] [sig       ] ARTL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:23.202071] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARTL.txt
[2025-12-04T20:30:23.202268] [INFO ] [sig       ] [245/3547] Completed ARTL in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:23.202310] [INFO ] [sig       ] [246/3547] Forecasting ARTNA...
[2025-12-04T20:30:23.202341] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-04T20:30:23.202372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-04T20:30:23.215751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-04T20:30:23.216099] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-04T20:30:23.217023] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-04T20:30:23.217093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:23.217126] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:23.217153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:23.217211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:23.276209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:23.277289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:23.277384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:23.277417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:23.390509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:23.390748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:23.390792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:23.390819] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:23.394697] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-12-04T20:30:23.394997] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-04T20:30:23.395132] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:23.538202] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ARTNA.txt
[2025-12-04T20:30:23.538427] [INFO ] [sig       ] [246/3547] Completed ARTNA in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:23.538479] [INFO ] [sig       ] [247/3547] Forecasting ARVN...
[2025-12-04T20:30:23.538507] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-04T20:30:23.538537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-04T20:30:23.552008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-04T20:30:23.552450] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-04T20:30:23.553378] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-04T20:30:23.553429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:23.553462] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:23.553487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:23.553543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:23.610645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:23.611775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:23.611872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:23.611904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:23.731785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:23.732006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:23.732050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:23.732078] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:23.735935] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-04T20:30:23.736244] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-04T20:30:23.736384] [INFO ] [sig       ] ARVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:23.876199] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ARVN.txt
[2025-12-04T20:30:23.876406] [INFO ] [sig       ] [247/3547] Completed ARVN in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-04T20:30:23.876447] [INFO ] [sig       ] [248/3547] Forecasting ASA...
[2025-12-04T20:30:23.876476] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-04T20:30:23.876509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-04T20:30:23.889289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-04T20:30:23.889859] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-04T20:30:23.890792] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-04T20:30:23.890845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:23.890914] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:23.890946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:23.891007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:23.948763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:23.949833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:23.949929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:23.949960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:24.073137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:24.073358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:24.073403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:24.073486] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:24.077292] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-04T20:30:24.077619] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-04T20:30:24.077760] [INFO ] [sig       ] ASA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:24.221430] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASA.txt
[2025-12-04T20:30:24.221662] [INFO ] [sig       ] [248/3547] Completed ASA in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-04T20:30:24.221706] [INFO ] [sig       ] [249/3547] Forecasting ASB...
[2025-12-04T20:30:24.221737] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-04T20:30:24.221769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-04T20:30:24.237498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-04T20:30:24.238108] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-04T20:30:24.239130] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-04T20:30:24.239185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:24.239217] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:24.239250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:24.239314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:24.299898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:24.300978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:24.301071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:24.301103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:24.438137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:24.438379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:24.438426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:24.438455] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:24.442305] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-12-04T20:30:24.442639] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-04T20:30:24.442789] [INFO ] [sig       ] ASB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:24.589341] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASB.txt
[2025-12-04T20:30:24.589637] [INFO ] [sig       ] [249/3547] Completed ASB in 0.4s | 2.92 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-04T20:30:24.589715] [INFO ] [sig       ] [250/3547] Forecasting ASBA...
[2025-12-04T20:30:24.589755] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-04T20:30:24.589801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-04T20:30:24.607087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-04T20:30:24.607749] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-04T20:30:24.609025] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-04T20:30:24.609090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:24.609136] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:24.609175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:24.609265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:24.676370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:24.677554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:24.677674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:24.677708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:24.793742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:24.793977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:24.794022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:24.794050] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:24.798013] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-04T20:30:24.798469] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-04T20:30:24.798728] [INFO ] [sig       ] ASBA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:24.944219] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASBA.txt
[2025-12-04T20:30:24.944394] [INFO ] [sig       ] [250/3547] Completed ASBA in 0.4s | 2.92 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-04T20:30:24.944435] [INFO ] [sig       ] [251/3547] Forecasting ASC...
[2025-12-04T20:30:24.944465] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-04T20:30:24.944497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-04T20:30:24.957368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-04T20:30:24.957802] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-04T20:30:24.958715] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-04T20:30:24.958766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:24.958798] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:24.958824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:24.958882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:25.017433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:25.018654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:25.018755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:25.018787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:25.132026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:25.132249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:25.132294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:25.132322] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:25.136156] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-04T20:30:25.136450] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-04T20:30:25.136628] [INFO ] [sig       ] ASC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:25.276286] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASC.txt
[2025-12-04T20:30:25.276491] [INFO ] [sig       ] [251/3547] Completed ASC in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-04T20:30:25.276532] [INFO ] [sig       ] [252/3547] Forecasting ASG...
[2025-12-04T20:30:25.276561] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-04T20:30:25.276611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-04T20:30:25.289373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-04T20:30:25.289872] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-04T20:30:25.290756] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-04T20:30:25.290808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:25.290840] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:25.290865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:25.290921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:25.348193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:25.349360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:25.349457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:25.349489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:25.476627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:25.476854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:25.476900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:25.476927] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:25.480781] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-04T20:30:25.481081] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-04T20:30:25.481216] [INFO ] [sig       ] ASG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:25.620665] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASG.txt
[2025-12-04T20:30:25.620847] [INFO ] [sig       ] [252/3547] Completed ASG in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-04T20:30:25.620887] [INFO ] [sig       ] [253/3547] Forecasting ASGI...
[2025-12-04T20:30:25.620914] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-04T20:30:25.620944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-04T20:30:25.633726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-04T20:30:25.634279] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-04T20:30:25.635167] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-04T20:30:25.635220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:25.635250] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:25.635275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:25.635331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:25.695748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:25.696946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:25.697048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:25.697079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:25.819927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:25.820153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:25.820250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:25.820279] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:25.824419] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2025-12-04T20:30:25.824861] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-04T20:30:25.825023] [INFO ] [sig       ] ASGI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:25.964867] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASGI.txt
[2025-12-04T20:30:25.965054] [INFO ] [sig       ] [253/3547] Completed ASGI in 0.3s | 2.92 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-04T20:30:25.965093] [INFO ] [sig       ] [254/3547] Forecasting ASGN...
[2025-12-04T20:30:25.965121] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-04T20:30:25.965152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-04T20:30:25.978448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-04T20:30:25.978946] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-04T20:30:25.979805] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-04T20:30:25.979858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:25.979889] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:25.979913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:25.979968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:26.035805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:26.036692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:26.036776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:26.036806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:26.157523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:26.157821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:26.157886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:26.157922] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:26.162036] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-12-04T20:30:26.162394] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-04T20:30:26.162587] [INFO ] [sig       ] ASGN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:26.316047] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASGN.txt
[2025-12-04T20:30:26.316207] [INFO ] [sig       ] [254/3547] Completed ASGN in 0.4s | 2.92 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:26.316249] [INFO ] [sig       ] [255/3547] Forecasting ASH...
[2025-12-04T20:30:26.316279] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-04T20:30:26.316307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-04T20:30:26.327871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-04T20:30:26.328252] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-04T20:30:26.329075] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-04T20:30:26.329126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:26.329157] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:26.329184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:26.329240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:26.386884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:26.388034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:26.388210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:26.388262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:26.513499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:26.513668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:26.513712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:26.513739] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:26.517162] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-04T20:30:26.517438] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-04T20:30:26.517565] [INFO ] [sig       ] ASH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:26.653226] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASH.txt
[2025-12-04T20:30:26.653354] [INFO ] [sig       ] [255/3547] Completed ASH in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:26.653393] [INFO ] [sig       ] [256/3547] Forecasting ASIX...
[2025-12-04T20:30:26.653422] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-04T20:30:26.653452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-04T20:30:26.664753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-04T20:30:26.665050] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-04T20:30:26.665832] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-04T20:30:26.665883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:26.665913] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:26.665938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:26.665991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:26.721526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:26.722287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:26.722369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:26.722400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:26.839661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:26.839803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:26.839840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:26.839867] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:26.843131] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-04T20:30:26.843400] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-04T20:30:26.843523] [INFO ] [sig       ] ASIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:26.978861] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASIX.txt
[2025-12-04T20:30:26.978985] [INFO ] [sig       ] [256/3547] Completed ASIX in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:26.979022] [INFO ] [sig       ] [257/3547] Forecasting ASLE...
[2025-12-04T20:30:26.979050] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-04T20:30:26.979078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-04T20:30:26.990337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-04T20:30:26.990651] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-04T20:30:26.991400] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-04T20:30:26.991449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:26.991491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:26.991518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:26.991594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:27.046807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:27.047538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:27.047633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:27.047666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:27.169295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:27.169517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:27.169564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:27.169616] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:27.173451] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-04T20:30:27.173781] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-04T20:30:27.173928] [INFO ] [sig       ] ASLE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:27.319659] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASLE.txt
[2025-12-04T20:30:27.319871] [INFO ] [sig       ] [257/3547] Completed ASLE in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:27.319915] [INFO ] [sig       ] [258/3547] Forecasting ASMB...
[2025-12-04T20:30:27.319949] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-04T20:30:27.319983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-04T20:30:27.333954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-04T20:30:27.334529] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-04T20:30:27.335437] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-04T20:30:27.335491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:27.335524] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:27.335553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:27.335640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:27.394657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:27.395795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:27.395895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:27.395926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:27.520428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:27.520674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:27.520726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:27.520757] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:27.524611] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2025-12-04T20:30:27.524934] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-04T20:30:27.525090] [INFO ] [sig       ] ASMB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:27.676647] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASMB.txt
[2025-12-04T20:30:27.676910] [INFO ] [sig       ] [258/3547] Completed ASMB in 0.4s | 2.92 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:27.676967] [INFO ] [sig       ] [259/3547] Forecasting ASML...
[2025-12-04T20:30:27.677006] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-04T20:30:27.677046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-04T20:30:27.691445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-04T20:30:27.691945] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-04T20:30:27.692868] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-04T20:30:27.692922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:27.692955] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:27.692981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:27.693039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:27.749850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:27.751004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:27.751107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:27.751141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:27.877724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:27.877948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:27.877994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:27.878022] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:27.881772] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=44.67%)
[2025-12-04T20:30:27.882070] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-04T20:30:27.882216] [INFO ] [sig       ] ASML: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:28.021520] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASML.txt
[2025-12-04T20:30:28.021740] [INFO ] [sig       ] [259/3547] Completed ASML in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:28.021781] [INFO ] [sig       ] [260/3547] Forecasting ASND...
[2025-12-04T20:30:28.021811] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-04T20:30:28.021843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-04T20:30:28.035225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-04T20:30:28.035760] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-04T20:30:28.036697] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-04T20:30:28.036750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:28.036783] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:28.036811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:28.036868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:28.094740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:28.095801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:28.095898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:28.095929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:28.218650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:28.218880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:28.218926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:28.218954] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:28.222715] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-04T20:30:28.223015] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-04T20:30:28.223151] [INFO ] [sig       ] ASND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:28.440452] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASND.txt
[2025-12-04T20:30:28.440669] [INFO ] [sig       ] [260/3547] Completed ASND in 0.4s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:28.440711] [INFO ] [sig       ] [261/3547] Forecasting ASNS...
[2025-12-04T20:30:28.440748] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-04T20:30:28.440781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-04T20:30:28.453527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-04T20:30:28.453982] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-04T20:30:28.454895] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-04T20:30:28.454947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:28.454979] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:28.455003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:28.455059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:28.511163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:28.512197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:28.512291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:28.512323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:28.628014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:28.628234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:28.628293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:28.628326] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:28.632042] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-04T20:30:28.632346] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-04T20:30:28.632483] [INFO ] [sig       ] ASNS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:28.770939] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASNS.txt
[2025-12-04T20:30:28.771113] [INFO ] [sig       ] [261/3547] Completed ASNS in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:28.771152] [INFO ] [sig       ] [262/3547] Forecasting ASO...
[2025-12-04T20:30:28.771180] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-04T20:30:28.771210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-04T20:30:28.784544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-04T20:30:28.785052] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-04T20:30:28.785996] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-04T20:30:28.786048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:28.786114] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:28.786143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:28.786201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:28.844522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:28.845643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:28.845746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:28.845780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:28.966823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:28.967048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:28.967093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:28.967121] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:28.971091] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-04T20:30:28.971396] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-04T20:30:28.971535] [INFO ] [sig       ] ASO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:29.113548] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASO.txt
[2025-12-04T20:30:29.113758] [INFO ] [sig       ] [262/3547] Completed ASO in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:29.113799] [INFO ] [sig       ] [263/3547] Forecasting ASPI...
[2025-12-04T20:30:29.113828] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-04T20:30:29.113857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-04T20:30:29.126487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-04T20:30:29.126980] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-04T20:30:29.127915] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-04T20:30:29.127968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:29.128001] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:29.128026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:29.128083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:29.185722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:29.186755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:29.186861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:29.186892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:29.307022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:29.307252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:29.307298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:29.307325] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:29.311182] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2025-12-04T20:30:29.311479] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-04T20:30:29.311632] [INFO ] [sig       ] ASPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:29.451822] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASPI.txt
[2025-12-04T20:30:29.452006] [INFO ] [sig       ] [263/3547] Completed ASPI in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:29.452046] [INFO ] [sig       ] [264/3547] Forecasting ASPN...
[2025-12-04T20:30:29.452075] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-04T20:30:29.452105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-04T20:30:29.466542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-04T20:30:29.467002] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-04T20:30:29.467932] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-04T20:30:29.467985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:29.468018] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:29.468044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:29.468099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:29.528998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:29.530028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:29.530120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:29.530153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:29.654854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:29.655007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:29.655048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:29.655092] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:29.658558] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-04T20:30:29.658854] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-04T20:30:29.658981] [INFO ] [sig       ] ASPN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:29.795885] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASPN.txt
[2025-12-04T20:30:29.796013] [INFO ] [sig       ] [264/3547] Completed ASPN in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:29.796050] [INFO ] [sig       ] [265/3547] Forecasting ASPS...
[2025-12-04T20:30:29.796078] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-04T20:30:29.796108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-04T20:30:29.810597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-04T20:30:29.811181] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-04T20:30:29.812197] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-04T20:30:29.812257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:29.812297] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:29.812323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:29.812380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:29.873201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:29.874443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:29.874546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:29.874598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:29.991361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:29.991611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:29.991657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:29.991731] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:29.995541] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2025-12-04T20:30:29.995859] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-04T20:30:29.995997] [INFO ] [sig       ] ASPS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:30.138611] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASPS.txt
[2025-12-04T20:30:30.138788] [INFO ] [sig       ] [265/3547] Completed ASPS in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:30.138828] [INFO ] [sig       ] [266/3547] Forecasting ASTE...
[2025-12-04T20:30:30.138857] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-04T20:30:30.138888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-04T20:30:30.152291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-04T20:30:30.152809] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-04T20:30:30.153735] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-04T20:30:30.153787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:30.153820] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:30.153846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:30.153902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:30.212605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:30.213596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:30.213696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:30.213753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:30.334213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:30.334433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:30.334477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:30.334504] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:30.338541] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=79.33%)
[2025-12-04T20:30:30.338895] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-04T20:30:30.339054] [INFO ] [sig       ] ASTE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:30.482610] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASTE.txt
[2025-12-04T20:30:30.482844] [INFO ] [sig       ] [266/3547] Completed ASTE in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:30.482887] [INFO ] [sig       ] [267/3547] Forecasting ASTH...
[2025-12-04T20:30:30.482919] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-04T20:30:30.482950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-04T20:30:30.496520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-04T20:30:30.496992] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-04T20:30:30.498010] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-04T20:30:30.498064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:30.498094] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:30.498120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:30.498177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:30.557938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:30.559018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:30.559113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:30.559149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:30.682254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:30.682487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:30.682531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:30.682561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:30.686470] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-04T20:30:30.686800] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-04T20:30:30.686942] [INFO ] [sig       ] ASTH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:30.831022] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASTH.txt
[2025-12-04T20:30:30.831193] [INFO ] [sig       ] [267/3547] Completed ASTH in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:30.831231] [INFO ] [sig       ] [268/3547] Forecasting ASTI...
[2025-12-04T20:30:30.831258] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-04T20:30:30.831288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-04T20:30:30.844608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-04T20:30:30.845061] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-04T20:30:30.845966] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-04T20:30:30.846020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:30.846052] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:30.846078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:30.846159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:30.904511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:30.905603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:30.905701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:30.905732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:31.026328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:31.026617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:31.026663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:31.026711] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:31.030465] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-12-04T20:30:31.030780] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-04T20:30:31.030919] [INFO ] [sig       ] ASTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:31.170675] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASTI.txt
[2025-12-04T20:30:31.170865] [INFO ] [sig       ] [268/3547] Completed ASTI in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-04T20:30:31.170907] [INFO ] [sig       ] [269/3547] Forecasting ASTL...
[2025-12-04T20:30:31.170937] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-04T20:30:31.170967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-04T20:30:31.183929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-04T20:30:31.184367] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-04T20:30:31.185239] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-04T20:30:31.185291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:31.185321] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:31.185345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:31.185399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:31.241004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:31.241798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:31.241886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:31.241918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:31.356456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:31.356631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:31.356676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:31.356702] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:31.360156] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-04T20:30:31.360432] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-04T20:30:31.360559] [INFO ] [sig       ] ASTL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:31.502294] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASTL.txt
[2025-12-04T20:30:31.502439] [INFO ] [sig       ] [269/3547] Completed ASTL in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-04T20:30:31.502477] [INFO ] [sig       ] [270/3547] Forecasting ASTS...
[2025-12-04T20:30:31.502504] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-04T20:30:31.502534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-04T20:30:31.514741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-04T20:30:31.515049] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-04T20:30:31.515893] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-04T20:30:31.515945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:31.515975] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:31.516002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:31.516056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:31.572115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:31.572912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:31.573008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:31.573041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:31.694203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:31.694359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:31.694400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:31.694427] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:31.697787] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-12-04T20:30:31.698056] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-04T20:30:31.698178] [INFO ] [sig       ] ASTS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:31.835874] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ASTS.txt
[2025-12-04T20:30:31.836018] [INFO ] [sig       ] [270/3547] Completed ASTS in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-04T20:30:31.836058] [INFO ] [sig       ] [271/3547] Forecasting ASX...
[2025-12-04T20:30:31.836087] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-04T20:30:31.836116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-04T20:30:31.846945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-04T20:30:31.847234] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-04T20:30:31.848016] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-04T20:30:31.848066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:31.848096] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:31.848121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:31.848175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:31.903834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:31.904457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:31.904535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:31.904565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:32.025262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:32.025415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:32.025454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:32.025481] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:32.028857] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-12-04T20:30:32.029124] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-04T20:30:32.029253] [INFO ] [sig       ] ASX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:32.189298] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASX.txt
[2025-12-04T20:30:32.189495] [INFO ] [sig       ] [271/3547] Completed ASX in 0.4s | 2.91 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-04T20:30:32.189548] [INFO ] [sig       ] [272/3547] Forecasting ASYS...
[2025-12-04T20:30:32.189604] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-04T20:30:32.189638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-04T20:30:32.203298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-04T20:30:32.203857] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-04T20:30:32.204810] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-04T20:30:32.204864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:32.204897] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:32.204927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:32.204986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:32.264192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:32.265324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:32.265462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:32.265495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:32.384939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:32.385157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:32.385205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:32.385233] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:32.389030] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-12-04T20:30:32.389416] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-04T20:30:32.389564] [INFO ] [sig       ] ASYS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:32.530841] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ASYS.txt
[2025-12-04T20:30:32.531041] [INFO ] [sig       ] [272/3547] Completed ASYS in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:32.531081] [INFO ] [sig       ] [273/3547] Forecasting ATAI...
[2025-12-04T20:30:32.531110] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-04T20:30:32.531142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-04T20:30:32.543880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-04T20:30:32.544306] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-04T20:30:32.545136] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-04T20:30:32.545186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:32.545215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:32.545240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:32.545294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:32.600926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:32.601785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:32.601868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:32.601899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:32.718854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:32.719005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:32.719045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:32.719071] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:32.722418] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2025-12-04T20:30:32.722707] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-04T20:30:32.722832] [INFO ] [sig       ] ATAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:32.859871] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATAI.txt
[2025-12-04T20:30:32.860001] [INFO ] [sig       ] [273/3547] Completed ATAI in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:32.860038] [INFO ] [sig       ] [274/3547] Forecasting ATEC...
[2025-12-04T20:30:32.860065] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-04T20:30:32.860094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-04T20:30:32.872523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-04T20:30:32.872901] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-04T20:30:32.873807] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-04T20:30:32.873867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:32.873901] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:32.873928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:32.873984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:32.932393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:32.933317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:32.933407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:32.933440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:33.058965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:33.059122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:33.059163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:33.059191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:33.062505] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-04T20:30:33.062794] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-04T20:30:33.062921] [INFO ] [sig       ] ATEC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:33.206301] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATEC.txt
[2025-12-04T20:30:33.206429] [INFO ] [sig       ] [274/3547] Completed ATEC in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:33.206467] [INFO ] [sig       ] [275/3547] Forecasting ATEN...
[2025-12-04T20:30:33.206496] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-04T20:30:33.206524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-04T20:30:33.219262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-04T20:30:33.219723] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-04T20:30:33.220551] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-04T20:30:33.220618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:33.220649] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:33.220674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:33.220728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:33.276319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:33.277246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:33.277329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:33.277360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:33.401989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:33.402211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:33.402257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:33.402286] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:33.406212] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-04T20:30:33.406525] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-04T20:30:33.406684] [INFO ] [sig       ] ATEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:33.549123] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ATEN.txt
[2025-12-04T20:30:33.549352] [INFO ] [sig       ] [275/3547] Completed ATEN in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:33.549395] [INFO ] [sig       ] [276/3547] Forecasting ATEX...
[2025-12-04T20:30:33.549424] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-04T20:30:33.549455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-04T20:30:33.562811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-04T20:30:33.563325] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-04T20:30:33.564236] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-04T20:30:33.564288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:33.564320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:33.564347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:33.564407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:33.623088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:33.624218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:33.624315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:33.624349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:33.743538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:33.743785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:33.743832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:33.743861] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:33.747924] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-04T20:30:33.748335] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-04T20:30:33.748500] [INFO ] [sig       ] ATEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:33.894479] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ATEX.txt
[2025-12-04T20:30:33.894716] [INFO ] [sig       ] [276/3547] Completed ATEX in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:33.894760] [INFO ] [sig       ] [277/3547] Forecasting ATGE...
[2025-12-04T20:30:33.894788] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-04T20:30:33.894821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-04T20:30:33.908136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-04T20:30:33.908668] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-04T20:30:33.909487] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-04T20:30:33.909537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:33.909586] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:33.909617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:33.909673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:33.967020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:33.967964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:33.968050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:33.968082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:34.086105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:34.086283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:34.086324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:34.086352] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:34.089851] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-04T20:30:34.090124] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-04T20:30:34.090254] [INFO ] [sig       ] ATGE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:34.231590] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATGE.txt
[2025-12-04T20:30:34.231749] [INFO ] [sig       ] [277/3547] Completed ATGE in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:34.231791] [INFO ] [sig       ] [278/3547] Forecasting ATHA...
[2025-12-04T20:30:34.231821] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-04T20:30:34.231851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-04T20:30:34.244162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-04T20:30:34.244480] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-04T20:30:34.245289] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-04T20:30:34.245342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:34.245374] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:34.245401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:34.245458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:34.303257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:34.304068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:34.304149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:34.304182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:34.430130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:34.430367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:34.430414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:34.430443] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:34.434391] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-04T20:30:34.434753] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-04T20:30:34.434897] [INFO ] [sig       ] ATHA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:34.578562] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATHA.txt
[2025-12-04T20:30:34.578754] [INFO ] [sig       ] [278/3547] Completed ATHA in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:34.578795] [INFO ] [sig       ] [279/3547] Forecasting ATHM...
[2025-12-04T20:30:34.578825] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-04T20:30:34.578853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-04T20:30:34.593097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-04T20:30:34.593637] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-04T20:30:34.594569] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-04T20:30:34.594639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:34.594718] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:34.594756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:34.594818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:34.654304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:34.655533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:34.655652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:34.655686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:34.778015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:34.778230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:34.778275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:34.778331] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:34.782239] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-04T20:30:34.782538] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-04T20:30:34.782690] [INFO ] [sig       ] ATHM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:34.928896] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATHM.txt
[2025-12-04T20:30:34.929073] [INFO ] [sig       ] [279/3547] Completed ATHM in 0.4s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:34.929113] [INFO ] [sig       ] [280/3547] Forecasting ATI...
[2025-12-04T20:30:34.929142] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-04T20:30:34.929173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-04T20:30:34.943368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-04T20:30:34.943891] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-04T20:30:34.944858] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-04T20:30:34.944912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:34.944944] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:34.944969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:34.945025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:35.002426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:35.003477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:35.003592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:35.003627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:35.136459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:35.136714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:35.136764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:35.136793] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:35.141007] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=43.63%)
[2025-12-04T20:30:35.141375] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-04T20:30:35.141536] [INFO ] [sig       ] ATI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:35.292442] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATI.txt
[2025-12-04T20:30:35.292681] [INFO ] [sig       ] [280/3547] Completed ATI in 0.4s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:35.292725] [INFO ] [sig       ] [281/3547] Forecasting ATLC...
[2025-12-04T20:30:35.292755] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-04T20:30:35.292787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-04T20:30:35.306810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-04T20:30:35.307367] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-04T20:30:35.308251] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-04T20:30:35.308349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:35.308383] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:35.308410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:35.308466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:35.367687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:35.368829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:35.368931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:35.368964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:35.492636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:35.492856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:35.492901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:35.492928] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:35.496810] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-04T20:30:35.497118] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-04T20:30:35.497257] [INFO ] [sig       ] ATLC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:35.644099] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATLC.txt
[2025-12-04T20:30:35.644295] [INFO ] [sig       ] [281/3547] Completed ATLC in 0.4s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:35.644337] [INFO ] [sig       ] [282/3547] Forecasting ATLCZ...
[2025-12-04T20:30:35.644370] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-04T20:30:35.644403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-04T20:30:35.658094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-04T20:30:35.658666] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-04T20:30:35.659588] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-04T20:30:35.659662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:35.659694] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:35.659720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:35.659775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:35.719064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:35.720116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:35.720211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:35.720244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:35.840100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:35.840339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:35.840391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:35.840466] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:35.844507] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-04T20:30:35.844835] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-04T20:30:35.844973] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:35.992399] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ATLCZ.txt
[2025-12-04T20:30:35.992593] [INFO ] [sig       ] [282/3547] Completed ATLCZ in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:35.992636] [INFO ] [sig       ] [283/3547] Forecasting ATLO...
[2025-12-04T20:30:35.992664] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-04T20:30:35.992696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-04T20:30:36.007224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-04T20:30:36.007727] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-04T20:30:36.008639] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-04T20:30:36.008694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:36.008727] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:36.008759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:36.008824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:36.070882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:36.071856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:36.071948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:36.071980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:36.187759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:36.187915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:36.187957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:36.187984] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:36.191756] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=37.83%)
[2025-12-04T20:30:36.192134] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-04T20:30:36.192299] [INFO ] [sig       ] ATLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:36.339117] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATLO.txt
[2025-12-04T20:30:36.339258] [INFO ] [sig       ] [283/3547] Completed ATLO in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:36.339295] [INFO ] [sig       ] [284/3547] Forecasting ATNI...
[2025-12-04T20:30:36.339321] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-04T20:30:36.339349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-04T20:30:36.351064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-04T20:30:36.351361] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-04T20:30:36.352153] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-04T20:30:36.352203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:36.352233] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:36.352257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:36.352312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:36.408191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:36.408931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:36.409012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:36.409045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:36.527456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:36.527613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:36.527653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:36.527680] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:36.531056] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-12-04T20:30:36.531323] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-04T20:30:36.531444] [INFO ] [sig       ] ATNI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:36.668709] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ATNI.txt
[2025-12-04T20:30:36.668834] [INFO ] [sig       ] [284/3547] Completed ATNI in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:36.668878] [INFO ] [sig       ] [285/3547] Forecasting ATO...
[2025-12-04T20:30:36.668908] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-04T20:30:36.668936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-04T20:30:36.682140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-04T20:30:36.682605] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-04T20:30:36.683525] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-04T20:30:36.683594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:36.683629] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:36.683655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:36.683711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:36.740196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:36.741181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:36.741268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:36.741299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:36.864180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:36.864339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:36.864380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:36.864408] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:36.867871] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-04T20:30:36.868142] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-04T20:30:36.868269] [INFO ] [sig       ] ATO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:37.005745] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATO.txt
[2025-12-04T20:30:37.005884] [INFO ] [sig       ] [285/3547] Completed ATO in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:37.005924] [INFO ] [sig       ] [286/3547] Forecasting ATOM...
[2025-12-04T20:30:37.005959] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-04T20:30:37.005988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-04T20:30:37.017758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-04T20:30:37.018082] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-04T20:30:37.018922] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-04T20:30:37.018972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:37.019002] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:37.019026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:37.019081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:37.076341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:37.077189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:37.077272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:37.077305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:37.204870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:37.205038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:37.205083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:37.205110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:37.208693] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-12-04T20:30:37.208996] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-04T20:30:37.209129] [INFO ] [sig       ] ATOM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:37.348939] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ATOM.txt
[2025-12-04T20:30:37.349079] [INFO ] [sig       ] [286/3547] Completed ATOM in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-04T20:30:37.349118] [INFO ] [sig       ] [287/3547] Forecasting ATRC...
[2025-12-04T20:30:37.349146] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-04T20:30:37.349174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-04T20:30:37.361028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-04T20:30:37.361298] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-04T20:30:37.362146] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-04T20:30:37.362206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:37.362237] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:37.362263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:37.362319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:37.419242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:37.419866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:37.419942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:37.419973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:37.538020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:37.538140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:37.538177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:37.538204] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:37.541404] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-04T20:30:37.541685] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-04T20:30:37.541805] [INFO ] [sig       ] ATRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:37.680306] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ATRC.txt
[2025-12-04T20:30:37.680467] [INFO ] [sig       ] [287/3547] Completed ATRC in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-04T20:30:37.680514] [INFO ] [sig       ] [288/3547] Forecasting ATXS...
[2025-12-04T20:30:37.680549] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-04T20:30:37.680603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-04T20:30:37.692283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-04T20:30:37.692548] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-04T20:30:37.693360] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-04T20:30:37.693410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:37.693440] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:37.693464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:37.693518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:37.750851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:37.751538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:37.751635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:37.751667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:37.871698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:37.871858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:37.871920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:37.871948] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:37.875439] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-04T20:30:37.875741] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-04T20:30:37.875873] [INFO ] [sig       ] ATXS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:38.014635] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ATXS.txt
[2025-12-04T20:30:38.014778] [INFO ] [sig       ] [288/3547] Completed ATXS in 0.3s | 2.91 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-04T20:30:38.014816] [INFO ] [sig       ] [289/3547] Forecasting AUB...
[2025-12-04T20:30:38.014845] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-04T20:30:38.014873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-04T20:30:38.026194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-04T20:30:38.026495] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-04T20:30:38.027272] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-04T20:30:38.027322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:38.027352] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:38.027379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:38.027434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:38.082877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:38.083564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:38.083685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:38.083718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:38.198535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:38.198706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:38.198747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:38.198775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:38.202150] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-04T20:30:38.202424] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-04T20:30:38.202556] [INFO ] [sig       ] AUB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:38.346496] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AUB.txt
[2025-12-04T20:30:38.346647] [INFO ] [sig       ] [289/3547] Completed AUB in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:38.346686] [INFO ] [sig       ] [290/3547] Forecasting AUDC...
[2025-12-04T20:30:38.346715] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-04T20:30:38.346747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-04T20:30:38.358455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-04T20:30:38.358782] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-04T20:30:38.359599] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-04T20:30:38.359659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:38.359689] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:38.359714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:38.359768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:38.418018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:38.418745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:38.418822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:38.418853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:38.535225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:38.535373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:38.535412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:38.535439] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:38.538852] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-04T20:30:38.539122] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-04T20:30:38.539246] [INFO ] [sig       ] AUDC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:38.678175] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AUDC.txt
[2025-12-04T20:30:38.678320] [INFO ] [sig       ] [290/3547] Completed AUDC in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:38.678360] [INFO ] [sig       ] [291/3547] Forecasting AUID...
[2025-12-04T20:30:38.678389] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-04T20:30:38.678417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-04T20:30:38.690629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-04T20:30:38.690904] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-04T20:30:38.691692] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-04T20:30:38.691743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:38.691775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:38.691801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:38.691857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:38.749183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:38.749830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:38.749907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:38.749938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:38.873032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:38.873181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:38.873220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:38.873248] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:38.876728] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-04T20:30:38.877006] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-04T20:30:38.877134] [INFO ] [sig       ] AUID: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:39.017901] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AUID.txt
[2025-12-04T20:30:39.018042] [INFO ] [sig       ] [291/3547] Completed AUID in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:39.018079] [INFO ] [sig       ] [292/3547] Forecasting AUPH...
[2025-12-04T20:30:39.018109] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-04T20:30:39.018139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-04T20:30:39.036248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-04T20:30:39.036753] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-04T20:30:39.037804] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-04T20:30:39.037863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:39.037927] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:39.037974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:39.038057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:39.107931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:39.108840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:39.108925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:39.108958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:39.224842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:39.225006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:39.225045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:39.225074] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:39.228409] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-04T20:30:39.228695] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-04T20:30:39.228827] [INFO ] [sig       ] AUPH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:39.368888] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AUPH.txt
[2025-12-04T20:30:39.369049] [INFO ] [sig       ] [292/3547] Completed AUPH in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:39.369086] [INFO ] [sig       ] [293/3547] Forecasting AURA...
[2025-12-04T20:30:39.369114] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-04T20:30:39.369143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-04T20:30:39.381032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-04T20:30:39.381364] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-04T20:30:39.382354] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-04T20:30:39.382405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:39.382436] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:39.382461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:39.382515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:39.440453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:39.441451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:39.441536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:39.441568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:39.569682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:39.569838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:39.569880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:39.569908] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:39.573711] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-04T20:30:39.574009] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-04T20:30:39.574142] [INFO ] [sig       ] AURA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:39.745641] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AURA.txt
[2025-12-04T20:30:39.745863] [INFO ] [sig       ] [293/3547] Completed AURA in 0.4s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:39.745930] [INFO ] [sig       ] [294/3547] Forecasting AUTL...
[2025-12-04T20:30:39.745982] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-04T20:30:39.746034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-04T20:30:39.762379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-04T20:30:39.762942] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-04T20:30:39.764136] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-04T20:30:39.764207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:39.764258] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:39.764303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:39.764392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:39.843249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:39.844478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:39.844646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:39.844687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:40.015415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:40.015629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:40.015694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:40.015741] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:40.021196] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-12-04T20:30:40.021754] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-04T20:30:40.021965] [INFO ] [sig       ] AUTL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:40.221608] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AUTL.txt
[2025-12-04T20:30:40.221829] [INFO ] [sig       ] [294/3547] Completed AUTL in 0.5s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:40.221887] [INFO ] [sig       ] [295/3547] Forecasting AVA...
[2025-12-04T20:30:40.221926] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-04T20:30:40.221967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-04T20:30:40.235723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-04T20:30:40.236195] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-04T20:30:40.237198] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-04T20:30:40.237257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:40.237317] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:40.237358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:40.237418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:40.300053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:40.301111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:40.301210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:40.301243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:40.425178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:40.425357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:40.425414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:40.425451] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:40.430449] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-04T20:30:40.430942] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-04T20:30:40.431130] [INFO ] [sig       ] AVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:40.590074] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AVA.txt
[2025-12-04T20:30:40.590258] [INFO ] [sig       ] [295/3547] Completed AVA in 0.4s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:40.590324] [INFO ] [sig       ] [296/3547] Forecasting AVAH...
[2025-12-04T20:30:40.590366] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-04T20:30:40.590397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-04T20:30:40.605435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-04T20:30:40.606150] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-04T20:30:40.607442] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-04T20:30:40.607510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:40.607608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:40.607649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:40.607732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:40.674734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:40.675683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:40.675779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:40.675812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:40.803348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:40.803504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:40.803546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:40.803597] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:40.807594] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-04T20:30:40.807975] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-04T20:30:40.808126] [INFO ] [sig       ] AVAH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:40.961748] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVAH.txt
[2025-12-04T20:30:40.961981] [INFO ] [sig       ] [296/3547] Completed AVAH in 0.4s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:40.962032] [INFO ] [sig       ] [297/3547] Forecasting AVAL...
[2025-12-04T20:30:40.962073] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-04T20:30:40.962105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-04T20:30:40.975472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-04T20:30:40.975982] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-04T20:30:40.977011] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-04T20:30:40.977065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:40.977097] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:40.977123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:40.977180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:41.036483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:41.037648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:41.037750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:41.037783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:41.158838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:41.159005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:41.159046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:41.159075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:41.162545] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-04T20:30:41.162840] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-04T20:30:41.162974] [INFO ] [sig       ] AVAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:41.302516] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AVAL.txt
[2025-12-04T20:30:41.302670] [INFO ] [sig       ] [297/3547] Completed AVAL in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:41.302710] [INFO ] [sig       ] [298/3547] Forecasting AVB...
[2025-12-04T20:30:41.302739] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-04T20:30:41.302769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-04T20:30:41.314822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-04T20:30:41.315148] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-04T20:30:41.315938] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-04T20:30:41.315989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:41.316022] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:41.316048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:41.316102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:41.372400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:41.373257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:41.373341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:41.373373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:41.495594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:41.495749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:41.495789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:41.495817] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:41.499260] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=53.70%)
[2025-12-04T20:30:41.499538] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-04T20:30:41.499690] [INFO ] [sig       ] AVB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:41.641470] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVB.txt
[2025-12-04T20:30:41.641671] [INFO ] [sig       ] [298/3547] Completed AVB in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:41.641714] [INFO ] [sig       ] [299/3547] Forecasting AVBP...
[2025-12-04T20:30:41.641742] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-04T20:30:41.641773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-04T20:30:41.654090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-04T20:30:41.654475] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-04T20:30:41.655296] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-04T20:30:41.655346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:41.655376] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:41.655401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:41.655455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:41.711817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:41.712733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:41.712824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:41.712855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:41.833167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:41.833329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:41.833369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:41.833454] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:41.836960] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-04T20:30:41.837275] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-04T20:30:41.837412] [INFO ] [sig       ] AVBP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:41.983842] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AVBP.txt
[2025-12-04T20:30:41.984090] [INFO ] [sig       ] [299/3547] Completed AVBP in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:41.984134] [INFO ] [sig       ] [300/3547] Forecasting AVD...
[2025-12-04T20:30:41.984164] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-04T20:30:41.984205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-04T20:30:41.998077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-04T20:30:41.998727] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-04T20:30:41.999687] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-04T20:30:41.999742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:41.999775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:41.999800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:41.999857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:42.058077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:42.059019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:42.059115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:42.059147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:42.179114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:42.179348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:42.179396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:42.179426] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:42.183322] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2025-12-04T20:30:42.183711] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-04T20:30:42.183858] [INFO ] [sig       ] AVD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:42.325600] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVD.txt
[2025-12-04T20:30:42.325771] [INFO ] [sig       ] [300/3547] Completed AVD in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:42.325814] [INFO ] [sig       ] [301/3547] Forecasting AVDL...
[2025-12-04T20:30:42.325844] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-04T20:30:42.325877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-04T20:30:42.338863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-04T20:30:42.339258] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-04T20:30:42.340158] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-04T20:30:42.340210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:42.340241] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:42.340267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:42.340326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:42.399017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:42.399942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:42.400041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:42.400128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:42.524727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:42.524959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:42.525003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:42.525031] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:42.528876] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2025-12-04T20:30:42.529169] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-04T20:30:42.529302] [INFO ] [sig       ] AVDL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:42.669258] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AVDL.txt
[2025-12-04T20:30:42.669428] [INFO ] [sig       ] [301/3547] Completed AVDL in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:42.669466] [INFO ] [sig       ] [302/3547] Forecasting AVGO...
[2025-12-04T20:30:42.669493] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-04T20:30:42.669525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-04T20:30:42.682613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-04T20:30:42.683050] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-04T20:30:42.683945] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-04T20:30:42.683996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:42.684025] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:42.684050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:42.684106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:42.745758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:42.746901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:42.747000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:42.747033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:42.871266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:42.871488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:42.871588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:42.871621] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:42.875391] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-04T20:30:42.875707] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-04T20:30:42.875843] [INFO ] [sig       ] AVGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:43.016660] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVGO.txt
[2025-12-04T20:30:43.016876] [INFO ] [sig       ] [302/3547] Completed AVGO in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:43.016916] [INFO ] [sig       ] [303/3547] Forecasting AVGX...
[2025-12-04T20:30:43.016945] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-04T20:30:43.016977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-04T20:30:43.030145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-04T20:30:43.030665] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-04T20:30:43.031562] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-04T20:30:43.031634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:43.031666] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:43.031710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:43.031769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:43.089677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:43.090797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:43.090891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:43.090923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:43.213256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:43.213485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:43.213533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:43.213562] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:43.217674] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-12-04T20:30:43.218105] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-04T20:30:43.218307] [INFO ] [sig       ] AVGX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:43.357102] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AVGX.txt
[2025-12-04T20:30:43.357298] [INFO ] [sig       ] [303/3547] Completed AVGX in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:43.357340] [INFO ] [sig       ] [304/3547] Forecasting AVK...
[2025-12-04T20:30:43.357370] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-04T20:30:43.357402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-04T20:30:43.370819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-04T20:30:43.371354] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-04T20:30:43.372256] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-04T20:30:43.372307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:43.372337] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:43.372362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:43.372422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:43.433389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:43.434949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:43.435065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:43.435101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:43.562590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:43.562824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:43.562872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:43.562899] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:43.566917] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-04T20:30:43.567311] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-04T20:30:43.567500] [INFO ] [sig       ] AVK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:43.714922] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVK.txt
[2025-12-04T20:30:43.715127] [INFO ] [sig       ] [304/3547] Completed AVK in 0.4s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:43.715174] [INFO ] [sig       ] [305/3547] Forecasting AVNS...
[2025-12-04T20:30:43.715208] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-04T20:30:43.715242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-04T20:30:43.729629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-04T20:30:43.730133] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-04T20:30:43.731111] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-04T20:30:43.731166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:43.731198] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:43.731225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:43.731283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:43.789138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:43.790279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:43.790386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:43.790419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:43.918484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:43.918740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:43.918786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:43.918813] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:43.923039] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-12-04T20:30:43.923451] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-04T20:30:43.923640] [INFO ] [sig       ] AVNS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:44.071484] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVNS.txt
[2025-12-04T20:30:44.071713] [INFO ] [sig       ] [305/3547] Completed AVNS in 0.4s | 2.91 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-04T20:30:44.071755] [INFO ] [sig       ] [306/3547] Forecasting AVO...
[2025-12-04T20:30:44.071787] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-04T20:30:44.071818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-04T20:30:44.085371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-04T20:30:44.085965] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-04T20:30:44.086957] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-04T20:30:44.087016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:44.087047] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:44.087075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:44.087134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:44.151844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:44.153271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:44.153563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:44.153620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:44.280825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:44.281076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:44.281138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:44.281180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:44.286615] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-04T20:30:44.287052] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-04T20:30:44.287246] [INFO ] [sig       ] AVO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:44.448404] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVO.txt
[2025-12-04T20:30:44.448668] [INFO ] [sig       ] [306/3547] Completed AVO in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-04T20:30:44.448714] [INFO ] [sig       ] [307/3547] Forecasting AVTX...
[2025-12-04T20:30:44.448745] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-04T20:30:44.448783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-04T20:30:44.462120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-04T20:30:44.462635] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-04T20:30:44.463736] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-04T20:30:44.463791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:44.463825] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:44.463852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:44.463910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:44.521964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:44.523093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:44.523199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:44.523237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:44.649869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:44.650091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:44.650134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:44.650164] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:44.654064] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-04T20:30:44.654382] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-04T20:30:44.654565] [INFO ] [sig       ] AVTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:44.798312] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AVTX.txt
[2025-12-04T20:30:44.798511] [INFO ] [sig       ] [307/3547] Completed AVTX in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-04T20:30:44.798551] [INFO ] [sig       ] [308/3547] Forecasting AVXL...
[2025-12-04T20:30:44.798598] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-04T20:30:44.798635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-04T20:30:44.811439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-04T20:30:44.811928] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-04T20:30:44.812847] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-04T20:30:44.812903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:44.812946] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:44.813010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:44.813070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:44.875221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:44.876754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:44.876882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:44.876917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:44.999604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:44.999827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:44.999910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:44.999941] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:45.003760] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-12-04T20:30:45.004064] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-04T20:30:45.004204] [INFO ] [sig       ] AVXL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:45.151810] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AVXL.txt
[2025-12-04T20:30:45.152046] [INFO ] [sig       ] [308/3547] Completed AVXL in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-04T20:30:45.152091] [INFO ] [sig       ] [309/3547] Forecasting AVY...
[2025-12-04T20:30:45.152123] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-04T20:30:45.152153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-04T20:30:45.166844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-04T20:30:45.167401] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-04T20:30:45.168717] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-04T20:30:45.168770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:45.168808] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:45.168837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:45.168893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:45.229322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:45.230548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:45.230689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:45.230721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:45.363248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:45.363496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:45.363560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:45.363638] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:45.368950] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-04T20:30:45.369305] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-04T20:30:45.369459] [INFO ] [sig       ] AVY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:45.523755] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AVY.txt
[2025-12-04T20:30:45.524008] [INFO ] [sig       ] [309/3547] Completed AVY in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-04T20:30:45.524055] [INFO ] [sig       ] [310/3547] Forecasting AWF...
[2025-12-04T20:30:45.524087] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-04T20:30:45.524120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-04T20:30:45.542380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-04T20:30:45.542804] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-04T20:30:45.543659] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-04T20:30:45.543721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:45.543758] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:45.543786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:45.543840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:45.600783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:45.601784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:45.601869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:45.601902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:45.724394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:45.724543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:45.724599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:45.724629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:45.728039] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-12-04T20:30:45.731384] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-04T20:30:45.731627] [INFO ] [sig       ] AWF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:45.871771] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AWF.txt
[2025-12-04T20:30:45.871908] [INFO ] [sig       ] [310/3547] Completed AWF in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-04T20:30:45.871945] [INFO ] [sig       ] [311/3547] Forecasting AWI...
[2025-12-04T20:30:45.871971] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-04T20:30:45.872000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-04T20:30:45.886077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-04T20:30:45.886558] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-04T20:30:45.887474] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-04T20:30:45.887528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:45.887559] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:45.887604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:45.887663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:45.947459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:45.948676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:45.948775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:45.948809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:46.073332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:46.073548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:46.073614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:46.073645] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:46.077409] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-04T20:30:46.077735] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-04T20:30:46.077877] [INFO ] [sig       ] AWI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:46.224666] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AWI.txt
[2025-12-04T20:30:46.224882] [INFO ] [sig       ] [311/3547] Completed AWI in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.6m
[2025-12-04T20:30:46.224922] [INFO ] [sig       ] [312/3547] Forecasting AWK...
[2025-12-04T20:30:46.224950] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-04T20:30:46.224983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-04T20:30:46.238237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-04T20:30:46.238656] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-04T20:30:46.239449] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-04T20:30:46.239498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:46.239529] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:46.239553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:46.239629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:46.294634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:46.295246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:46.295324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:46.295354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:46.408868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:46.409039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:46.409079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:46.409107] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:46.412480] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=46.44%)
[2025-12-04T20:30:46.412763] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-04T20:30:46.412905] [INFO ] [sig       ] AWK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:46.549800] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AWK.txt
[2025-12-04T20:30:46.549936] [INFO ] [sig       ] [312/3547] Completed AWK in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:46.549974] [INFO ] [sig       ] [313/3547] Forecasting AWP...
[2025-12-04T20:30:46.550000] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-04T20:30:46.550030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-04T20:30:46.563499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-04T20:30:46.564167] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-04T20:30:46.565206] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-04T20:30:46.565295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:46.565372] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:46.565401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:46.565462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:46.624522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:46.625740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:46.625841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:46.625872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:46.749547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:46.749791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:46.749840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:46.749867] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:46.753859] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2025-12-04T20:30:46.754205] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-04T20:30:46.754361] [INFO ] [sig       ] AWP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:46.901552] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AWP.txt
[2025-12-04T20:30:46.901787] [INFO ] [sig       ] [313/3547] Completed AWP in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:46.901827] [INFO ] [sig       ] [314/3547] Forecasting AWRE...
[2025-12-04T20:30:46.901855] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-04T20:30:46.901887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-04T20:30:46.915682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-04T20:30:46.916236] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-04T20:30:46.917312] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-04T20:30:46.917375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:46.917407] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:46.917431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:46.917488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:46.977793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:46.979104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:46.979213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:46.979251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:47.092508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:47.092749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:47.092798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:47.092828] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:47.096683] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-12-04T20:30:47.097007] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-04T20:30:47.097154] [INFO ] [sig       ] AWRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:47.248335] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AWRE.txt
[2025-12-04T20:30:47.248555] [INFO ] [sig       ] [314/3547] Completed AWRE in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:47.248617] [INFO ] [sig       ] [315/3547] Forecasting AXGN...
[2025-12-04T20:30:47.248648] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-04T20:30:47.248682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-04T20:30:47.261882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-04T20:30:47.262280] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-04T20:30:47.263107] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-04T20:30:47.263159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:47.263190] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:47.263214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:47.263268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:47.320770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:47.321396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:47.321484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:47.321515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:47.445923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:47.446076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:47.446118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:47.446145] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:47.449558] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-12-04T20:30:47.449850] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-04T20:30:47.449978] [INFO ] [sig       ] AXGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:47.591459] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AXGN.txt
[2025-12-04T20:30:47.591616] [INFO ] [sig       ] [315/3547] Completed AXGN in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:47.591655] [INFO ] [sig       ] [316/3547] Forecasting AXL...
[2025-12-04T20:30:47.591683] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-04T20:30:47.591713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-04T20:30:47.603160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-04T20:30:47.603482] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-04T20:30:47.604275] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-04T20:30:47.604325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:47.604366] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:47.604392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:47.604445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:47.660036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:47.660799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:47.660879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:47.660910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:47.781870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:47.782020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:47.782060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:47.782129] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:47.785488] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-04T20:30:47.785779] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-04T20:30:47.785909] [INFO ] [sig       ] AXL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:47.925194] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AXL.txt
[2025-12-04T20:30:47.925337] [INFO ] [sig       ] [316/3547] Completed AXL in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:47.925375] [INFO ] [sig       ] [317/3547] Forecasting AXON...
[2025-12-04T20:30:47.925403] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-04T20:30:47.925433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-04T20:30:47.936621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-04T20:30:47.936988] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-04T20:30:47.937793] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-04T20:30:47.937844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:47.937873] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:47.937898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:47.937956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:47.995782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:47.996680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:47.996768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:47.996799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:48.124290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:48.124453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:48.124493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:48.124519] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:48.128083] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-04T20:30:48.128463] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-04T20:30:48.128632] [INFO ] [sig       ] AXON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:48.271457] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AXON.txt
[2025-12-04T20:30:48.271638] [INFO ] [sig       ] [317/3547] Completed AXON in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:48.271678] [INFO ] [sig       ] [318/3547] Forecasting AXP...
[2025-12-04T20:30:48.271710] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-04T20:30:48.271742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-04T20:30:48.283294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-04T20:30:48.283687] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-04T20:30:48.284484] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-04T20:30:48.284535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:48.284566] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:48.284633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:48.284690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:48.343432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:48.344314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:48.344399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:48.344432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:48.466939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:48.467093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:48.467131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:48.467160] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:48.470604] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=44.08%)
[2025-12-04T20:30:48.470887] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-04T20:30:48.471015] [INFO ] [sig       ] AXP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:48.616344] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AXP.txt
[2025-12-04T20:30:48.616475] [INFO ] [sig       ] [318/3547] Completed AXP in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:48.616512] [INFO ] [sig       ] [319/3547] Forecasting AXS...
[2025-12-04T20:30:48.616541] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-04T20:30:48.616587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-04T20:30:48.627512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-04T20:30:48.627820] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-04T20:30:48.628611] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-04T20:30:48.628659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:48.628690] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:48.628714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:48.628773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:48.685743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:48.686419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:48.686498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:48.686530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:48.807784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:48.807900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:48.807940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:48.807966] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:48.811392] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-04T20:30:48.811673] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-04T20:30:48.811796] [INFO ] [sig       ] AXS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:48.956308] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AXS.txt
[2025-12-04T20:30:48.956452] [INFO ] [sig       ] [319/3547] Completed AXS in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:48.956496] [INFO ] [sig       ] [320/3547] Forecasting AXSM...
[2025-12-04T20:30:48.956526] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-04T20:30:48.956554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-04T20:30:48.967888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-04T20:30:48.968213] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-04T20:30:48.969111] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-04T20:30:48.969163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:48.969194] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:48.969219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:48.969272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:49.028330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:49.029206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:49.029288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:49.029321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:49.163401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:49.163587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:49.163629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:49.163656] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:49.167053] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-04T20:30:49.167329] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-04T20:30:49.167457] [INFO ] [sig       ] AXSM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:49.324031] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AXSM.txt
[2025-12-04T20:30:49.324243] [INFO ] [sig       ] [320/3547] Completed AXSM in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:49.324288] [INFO ] [sig       ] [321/3547] Forecasting AXTA...
[2025-12-04T20:30:49.324320] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-04T20:30:49.324352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-04T20:30:49.339204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-04T20:30:49.339830] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-04T20:30:49.340815] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-04T20:30:49.340869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:49.340901] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:49.340927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:49.340985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:49.402156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:49.403434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:49.403555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:49.403609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:49.530387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:49.530637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:49.530684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:49.530714] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:49.534804] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-04T20:30:49.535239] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-04T20:30:49.535445] [INFO ] [sig       ] AXTA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:49.680945] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AXTA.txt
[2025-12-04T20:30:49.681113] [INFO ] [sig       ] [321/3547] Completed AXTA in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:49.681153] [INFO ] [sig       ] [322/3547] Forecasting AXTI...
[2025-12-04T20:30:49.681181] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-04T20:30:49.681211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-04T20:30:49.695400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-04T20:30:49.695969] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-04T20:30:49.696933] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-04T20:30:49.696988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:49.697020] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:49.697046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:49.697102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:49.758625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:49.759974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:49.760076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:49.760108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:49.887130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:49.887364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:49.887411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:49.887439] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:49.891509] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-04T20:30:49.891872] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-04T20:30:49.892022] [INFO ] [sig       ] AXTI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:50.036394] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AXTI.txt
[2025-12-04T20:30:50.036634] [INFO ] [sig       ] [322/3547] Completed AXTI in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-04T20:30:50.036677] [INFO ] [sig       ] [323/3547] Forecasting AYI...
[2025-12-04T20:30:50.036707] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-04T20:30:50.036740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-04T20:30:50.049916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-04T20:30:50.050405] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-04T20:30:50.051268] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-04T20:30:50.051322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:50.051353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:50.051379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:50.051433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:50.108318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:50.109306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:50.109437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:50.109470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:50.232215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:50.232377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:50.232417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:50.232462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:50.235945] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-04T20:30:50.236232] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-04T20:30:50.236363] [INFO ] [sig       ] AYI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:50.376379] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AYI.txt
[2025-12-04T20:30:50.376533] [INFO ] [sig       ] [323/3547] Completed AYI in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:50.376594] [INFO ] [sig       ] [324/3547] Forecasting AZ...
[2025-12-04T20:30:50.376627] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-04T20:30:50.376656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-04T20:30:50.393037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-04T20:30:50.393799] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-04T20:30:50.395063] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-04T20:30:50.395120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:50.395152] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:50.395181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:50.395250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:50.472346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:50.473759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:50.473904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:50.473946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:50.615749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:50.615973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:50.616019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:50.616049] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:50.619884] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-12-04T20:30:50.620189] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-04T20:30:50.620330] [INFO ] [sig       ] AZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:50.760701] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AZ.txt
[2025-12-04T20:30:50.760923] [INFO ] [sig       ] [324/3547] Completed AZ in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:50.760972] [INFO ] [sig       ] [325/3547] Forecasting AZN...
[2025-12-04T20:30:50.761002] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-04T20:30:50.761033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-04T20:30:50.775543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-04T20:30:50.776172] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-04T20:30:50.777129] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-04T20:30:50.777185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:50.777218] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:50.777243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:50.777300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:50.835423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:50.836591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:50.836693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:50.836752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:50.969954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:50.970120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:50.970161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:50.970189] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:50.973649] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-04T20:30:50.973925] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-04T20:30:50.974053] [INFO ] [sig       ] AZN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:51.109770] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/AZN.txt
[2025-12-04T20:30:51.109905] [INFO ] [sig       ] [325/3547] Completed AZN in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:51.109947] [INFO ] [sig       ] [326/3547] Forecasting AZO...
[2025-12-04T20:30:51.109974] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-04T20:30:51.110004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-04T20:30:51.121837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-04T20:30:51.122108] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-04T20:30:51.122891] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-04T20:30:51.122942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:51.122972] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:51.122997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:51.123051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:51.178952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:51.179587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:51.179662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:51.179693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:51.293406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:51.293553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:51.293609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:51.293638] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:51.296948] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-04T20:30:51.297213] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-04T20:30:51.297335] [INFO ] [sig       ] AZO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:51.435013] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AZO.txt
[2025-12-04T20:30:51.435161] [INFO ] [sig       ] [326/3547] Completed AZO in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:51.435200] [INFO ] [sig       ] [327/3547] Forecasting AZTA...
[2025-12-04T20:30:51.435229] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-04T20:30:51.435258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-04T20:30:51.446627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-04T20:30:51.446918] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-04T20:30:51.447714] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-04T20:30:51.447764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:51.447794] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:51.447829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:51.447888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:51.507832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:51.508525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:51.508625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:51.508658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:51.630858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:51.630985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:51.631026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:51.631053] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:51.634373] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-04T20:30:51.634654] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-04T20:30:51.634777] [INFO ] [sig       ] AZTA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:51.772565] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AZTA.txt
[2025-12-04T20:30:51.772700] [INFO ] [sig       ] [327/3547] Completed AZTA in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:51.772736] [INFO ] [sig       ] [328/3547] Forecasting AZZ...
[2025-12-04T20:30:51.772764] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-04T20:30:51.772796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-04T20:30:51.785034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-04T20:30:51.785287] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-04T20:30:51.786058] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-04T20:30:51.786108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:51.786137] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:51.786162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:51.786215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:51.843387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:51.844343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:51.844427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:51.844458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:51.961639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:51.961809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:51.961851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:51.961878] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:51.965404] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-04T20:30:51.965702] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-04T20:30:51.965851] [INFO ] [sig       ] AZZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:52.103370] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/AZZ.txt
[2025-12-04T20:30:52.103516] [INFO ] [sig       ] [328/3547] Completed AZZ in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:52.103553] [INFO ] [sig       ] [329/3547] Forecasting BA...
[2025-12-04T20:30:52.103599] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-04T20:30:52.103630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-04T20:30:52.115454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-04T20:30:52.115752] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-04T20:30:52.116612] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-04T20:30:52.116661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:52.116692] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:52.116717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:52.116770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:52.174792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:52.175524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:52.175629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:52.175663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:52.298051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:52.298215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:52.298257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:52.298310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:52.301823] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-04T20:30:52.302103] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-04T20:30:52.302252] [INFO ] [sig       ] BA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:52.441980] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BA.txt
[2025-12-04T20:30:52.442120] [INFO ] [sig       ] [329/3547] Completed BA in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:52.442157] [INFO ] [sig       ] [330/3547] Forecasting BABA...
[2025-12-04T20:30:52.442185] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-04T20:30:52.442212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-04T20:30:52.454245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-04T20:30:52.454542] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-04T20:30:52.455335] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-04T20:30:52.455384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:52.455442] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:52.455468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:52.455523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:52.512658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:52.513336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:52.513414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:52.513448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:52.633968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:52.634125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:52.634165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:52.634192] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:52.637515] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-04T20:30:52.637793] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-04T20:30:52.637920] [INFO ] [sig       ] BABA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:52.775614] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BABA.txt
[2025-12-04T20:30:52.775754] [INFO ] [sig       ] [330/3547] Completed BABA in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.5m
[2025-12-04T20:30:52.775793] [INFO ] [sig       ] [331/3547] Forecasting BABX...
[2025-12-04T20:30:52.775821] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-04T20:30:52.775849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-04T20:30:52.788009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-04T20:30:52.788469] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-04T20:30:52.789360] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-04T20:30:52.789421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:52.789460] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:52.789492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:52.789557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:52.849235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:52.850199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:52.850304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:52.850343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:52.973424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:52.973606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:52.973649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:52.973678] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:52.977341] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-12-04T20:30:52.977710] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-04T20:30:52.977857] [INFO ] [sig       ] BABX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:53.121467] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BABX.txt
[2025-12-04T20:30:53.121649] [INFO ] [sig       ] [331/3547] Completed BABX in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:53.121690] [INFO ] [sig       ] [332/3547] Forecasting BAC...
[2025-12-04T20:30:53.121720] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-04T20:30:53.121749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-04T20:30:53.133640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-04T20:30:53.134042] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-04T20:30:53.134859] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-04T20:30:53.134912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:53.134943] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:53.134969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:53.135023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:53.191264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:53.192121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:53.192202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:53.192233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:53.312219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:53.312364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:53.312402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:53.312429] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:53.315796] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-12-04T20:30:53.316072] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-04T20:30:53.316218] [INFO ] [sig       ] BAC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:53.456612] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BAC.txt
[2025-12-04T20:30:53.456783] [INFO ] [sig       ] [332/3547] Completed BAC in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:53.456823] [INFO ] [sig       ] [333/3547] Forecasting BAH...
[2025-12-04T20:30:53.456852] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-04T20:30:53.456881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-04T20:30:53.468565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-04T20:30:53.468894] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-04T20:30:53.469694] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-04T20:30:53.469743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:53.469775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:53.469805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:53.469872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:53.528169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:53.529120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:53.529212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:53.529245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:53.657365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:53.657520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:53.657559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:53.657636] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:53.661278] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-04T20:30:53.661615] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-04T20:30:53.661751] [INFO ] [sig       ] BAH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:53.808056] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BAH.txt
[2025-12-04T20:30:53.808211] [INFO ] [sig       ] [333/3547] Completed BAH in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:53.808250] [INFO ] [sig       ] [334/3547] Forecasting BAK...
[2025-12-04T20:30:53.808349] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-04T20:30:53.808381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-04T20:30:53.820129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-04T20:30:53.820515] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-04T20:30:53.821318] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-04T20:30:53.821369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:53.821399] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:53.821424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:53.821478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:53.878345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:53.879232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:53.879314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:53.879345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:54.002445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:54.002609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:54.002651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:54.002677] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:54.005974] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2025-12-04T20:30:54.006257] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-04T20:30:54.006380] [INFO ] [sig       ] BAK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:54.152074] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BAK.txt
[2025-12-04T20:30:54.152290] [INFO ] [sig       ] [334/3547] Completed BAK in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:54.152338] [INFO ] [sig       ] [335/3547] Forecasting BALL...
[2025-12-04T20:30:54.152380] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-04T20:30:54.152411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-04T20:30:54.163960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-04T20:30:54.164261] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-04T20:30:54.165040] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-04T20:30:54.165089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:54.165119] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:54.165144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:54.165198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:54.220763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:54.221351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:54.221426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:54.221456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:54.339326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:54.339445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:54.339481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:54.339507] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:54.342675] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-04T20:30:54.342937] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-04T20:30:54.343056] [INFO ] [sig       ] BALL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:54.480415] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BALL.txt
[2025-12-04T20:30:54.480520] [INFO ] [sig       ] [335/3547] Completed BALL in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:54.480556] [INFO ] [sig       ] [336/3547] Forecasting BAM...
[2025-12-04T20:30:54.480605] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-04T20:30:54.480637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-04T20:30:54.491548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-04T20:30:54.491829] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-04T20:30:54.492593] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-04T20:30:54.492644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:54.492674] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:54.492700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:54.492760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:54.548619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:54.549224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:54.549300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:54.549330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:54.667705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:54.667836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:54.667873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:54.667900] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:54.671125] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-04T20:30:54.671386] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-04T20:30:54.671507] [INFO ] [sig       ] BAM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:54.809250] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BAM.txt
[2025-12-04T20:30:54.809359] [INFO ] [sig       ] [336/3547] Completed BAM in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:54.809395] [INFO ] [sig       ] [337/3547] Forecasting BANC...
[2025-12-04T20:30:54.809423] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-04T20:30:54.809450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-04T20:30:54.822224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-04T20:30:54.822603] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-04T20:30:54.823487] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-04T20:30:54.823540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:54.823594] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:54.823632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:54.823690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:54.881707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:54.882399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:54.882475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:54.882506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:55.005565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:55.005708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:55.005746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:55.005773] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:55.009060] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-04T20:30:55.009336] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-04T20:30:55.009458] [INFO ] [sig       ] BANC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:55.148375] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BANC.txt
[2025-12-04T20:30:55.148497] [INFO ] [sig       ] [337/3547] Completed BANC in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:55.148534] [INFO ] [sig       ] [338/3547] Forecasting BAND...
[2025-12-04T20:30:55.148562] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-04T20:30:55.148609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-04T20:30:55.160470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-04T20:30:55.160782] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-04T20:30:55.161600] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-04T20:30:55.161653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:55.161685] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:55.161712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:55.161768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:55.220140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:55.220759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:55.220835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:55.220867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:55.343092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:55.343203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:55.343240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:55.343266] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:55.346592] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-04T20:30:55.346862] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-04T20:30:55.347011] [INFO ] [sig       ] BAND: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:55.484381] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BAND.txt
[2025-12-04T20:30:55.484488] [INFO ] [sig       ] [338/3547] Completed BAND in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:55.484523] [INFO ] [sig       ] [339/3547] Forecasting BANF...
[2025-12-04T20:30:55.484551] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-04T20:30:55.484595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-04T20:30:55.495971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-04T20:30:55.496253] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-04T20:30:55.497078] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-04T20:30:55.497130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:55.497162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:55.497189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:55.497245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:55.554033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:55.554638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:55.554717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:55.554747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:55.675520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:55.675661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:55.675700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:55.675726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:55.679059] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2025-12-04T20:30:55.679317] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-04T20:30:55.679437] [INFO ] [sig       ] BANF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:55.818461] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BANF.txt
[2025-12-04T20:30:55.818741] [INFO ] [sig       ] [339/3547] Completed BANF in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:55.818787] [INFO ] [sig       ] [340/3547] Forecasting BANX...
[2025-12-04T20:30:55.818822] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-04T20:30:55.818853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-04T20:30:55.831745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-04T20:30:55.832124] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-04T20:30:55.832941] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-04T20:30:55.832991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:55.833034] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:55.833064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:55.833118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:55.889489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:55.890460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:55.890595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:55.890630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:56.000080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:56.000220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:56.000259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:56.000286] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:56.003614] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-04T20:30:56.003923] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-04T20:30:56.004061] [INFO ] [sig       ] BANX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:56.142273] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BANX.txt
[2025-12-04T20:30:56.142402] [INFO ] [sig       ] [340/3547] Completed BANX in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-04T20:30:56.142439] [INFO ] [sig       ] [341/3547] Forecasting BAP...
[2025-12-04T20:30:56.142468] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-04T20:30:56.142497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-04T20:30:56.154007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-04T20:30:56.154289] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-04T20:30:56.155066] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-04T20:30:56.155115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:56.155145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:56.155169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:56.155222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:56.212435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:56.213321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:56.213404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:56.213434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:56.330359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:56.330520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:56.330560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:56.330610] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:56.333939] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=29.30%)
[2025-12-04T20:30:56.334226] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-04T20:30:56.334352] [INFO ] [sig       ] BAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:56.475365] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BAP.txt
[2025-12-04T20:30:56.475541] [INFO ] [sig       ] [341/3547] Completed BAP in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-04T20:30:56.475599] [INFO ] [sig       ] [342/3547] Forecasting BATRA...
[2025-12-04T20:30:56.475631] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-04T20:30:56.475659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-04T20:30:56.486842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-04T20:30:56.487135] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-04T20:30:56.487914] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-04T20:30:56.487964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:56.487993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:56.488018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:56.488072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:56.544519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:56.545153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:56.545227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:56.545258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:56.665869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:56.666018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:56.666058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:56.666084] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:56.669420] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-04T20:30:56.669700] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-04T20:30:56.669821] [INFO ] [sig       ] BATRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:56.806623] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BATRA.txt
[2025-12-04T20:30:56.806750] [INFO ] [sig       ] [342/3547] Completed BATRA in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-04T20:30:56.806787] [INFO ] [sig       ] [343/3547] Forecasting BATRK...
[2025-12-04T20:30:56.806817] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-04T20:30:56.806844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-04T20:30:56.817793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-04T20:30:56.818076] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-04T20:30:56.818887] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-04T20:30:56.818938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:56.818969] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:56.818994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:56.819048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:56.875332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:56.876179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:56.876257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:56.876288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:56.993155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:56.993305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:56.993343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:56.993370] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:56.996708] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-04T20:30:56.996976] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-04T20:30:56.997096] [INFO ] [sig       ] BATRK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:57.134635] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BATRK.txt
[2025-12-04T20:30:57.134746] [INFO ] [sig       ] [343/3547] Completed BATRK in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-04T20:30:57.134789] [INFO ] [sig       ] [344/3547] Forecasting BAX...
[2025-12-04T20:30:57.134818] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-04T20:30:57.134846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-04T20:30:57.145879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-04T20:30:57.146148] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-04T20:30:57.146920] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-04T20:30:57.146970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:57.147000] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:57.147026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:57.147080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:57.202375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:57.202975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:57.203051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:57.203081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:57.318633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:57.318782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:57.318822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:57.318849] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:57.322147] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=55.46%)
[2025-12-04T20:30:57.322408] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-04T20:30:57.322531] [INFO ] [sig       ] BAX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:57.460932] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BAX.txt
[2025-12-04T20:30:57.461056] [INFO ] [sig       ] [344/3547] Completed BAX in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.4m
[2025-12-04T20:30:57.461095] [INFO ] [sig       ] [345/3547] Forecasting BB...
[2025-12-04T20:30:57.461124] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-04T20:30:57.461152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-04T20:30:57.472472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-04T20:30:57.472774] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-04T20:30:57.473520] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-04T20:30:57.473586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:57.473619] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:57.473645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:57.473699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:57.529200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:57.529805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:57.529878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:57.529909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:57.645715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:57.645843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:57.645880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:57.645906] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:57.649203] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-04T20:30:57.649465] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-04T20:30:57.649622] [INFO ] [sig       ] BB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:57.784562] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BB.txt
[2025-12-04T20:30:57.784690] [INFO ] [sig       ] [345/3547] Completed BB in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:30:57.784727] [INFO ] [sig       ] [346/3547] Forecasting BBAI...
[2025-12-04T20:30:57.784755] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-04T20:30:57.784783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-04T20:30:57.795819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-04T20:30:57.796080] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-04T20:30:57.796845] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-04T20:30:57.796895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:57.796928] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:57.796955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:57.797008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:57.852353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:57.852948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:57.853022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:57.853052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:57.970175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:57.970273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:57.970315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:57.970341] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:57.973387] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2025-12-04T20:30:57.973659] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-04T20:30:57.973777] [INFO ] [sig       ] BBAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:58.109332] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BBAI.txt
[2025-12-04T20:30:58.109438] [INFO ] [sig       ] [346/3547] Completed BBAI in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:30:58.109474] [INFO ] [sig       ] [347/3547] Forecasting BBCP...
[2025-12-04T20:30:58.109501] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-04T20:30:58.109528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-04T20:30:58.120853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-04T20:30:58.121121] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-04T20:30:58.121896] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-04T20:30:58.121969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:58.122000] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:58.122024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:58.122078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:58.177258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:58.177903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:58.177978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:58.178009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:58.295475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:58.295648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:58.295688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:58.295733] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:58.299095] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-04T20:30:58.299370] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-04T20:30:58.299494] [INFO ] [sig       ] BBCP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:58.435349] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BBCP.txt
[2025-12-04T20:30:58.435454] [INFO ] [sig       ] [347/3547] Completed BBCP in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:30:58.435490] [INFO ] [sig       ] [348/3547] Forecasting BBD...
[2025-12-04T20:30:58.435519] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-04T20:30:58.435546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-04T20:30:58.447968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-04T20:30:58.448274] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-04T20:30:58.449089] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-04T20:30:58.449141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:58.449171] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:58.449196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:58.449254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:58.505529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:58.506416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:58.506500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:58.506531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:58.627695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:58.627850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:58.627889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:58.627916] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:58.631291] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-04T20:30:58.631557] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-04T20:30:58.631698] [INFO ] [sig       ] BBD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:58.770455] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BBD.txt
[2025-12-04T20:30:58.770629] [INFO ] [sig       ] [348/3547] Completed BBD in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:30:58.770670] [INFO ] [sig       ] [349/3547] Forecasting BBDO...
[2025-12-04T20:30:58.770699] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-04T20:30:58.770727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-04T20:30:58.782803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-04T20:30:58.783196] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-04T20:30:58.783986] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-04T20:30:58.784038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:58.784067] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:58.784091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:58.784145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:58.840357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:58.841061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:58.841157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:58.841188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:58.958730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:58.958886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:58.958923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:58.958949] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:58.962291] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-04T20:30:58.962562] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-04T20:30:58.962707] [INFO ] [sig       ] BBDO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:30:59.100928] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BBDO.txt
[2025-12-04T20:30:59.101103] [INFO ] [sig       ] [349/3547] Completed BBDO in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:30:59.101141] [INFO ] [sig       ] [350/3547] Forecasting BBH...
[2025-12-04T20:30:59.101171] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-04T20:30:59.101199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-04T20:30:59.113677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-04T20:30:59.113995] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-04T20:30:59.114792] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-04T20:30:59.114842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:59.114878] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:59.114903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:59.114957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:59.171820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:59.172655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:59.172737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:59.172768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:59.275613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:59.275765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:59.275844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:59.275873] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:59.279253] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-04T20:30:59.279521] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-04T20:30:59.279673] [INFO ] [sig       ] BBH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:59.416703] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BBH.txt
[2025-12-04T20:30:59.416833] [INFO ] [sig       ] [350/3547] Completed BBH in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:30:59.416870] [INFO ] [sig       ] [351/3547] Forecasting BBIO...
[2025-12-04T20:30:59.416901] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-04T20:30:59.416929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-04T20:30:59.431431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-04T20:30:59.431805] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-04T20:30:59.432604] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-04T20:30:59.432653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:59.432684] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:59.432734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:59.432793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:59.487892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:59.488546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:59.488641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:59.488673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:59.610228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:59.610340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:59.610376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:59.610402] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:59.613543] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-04T20:30:59.613821] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-04T20:30:59.613943] [INFO ] [sig       ] BBIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:30:59.749995] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BBIO.txt
[2025-12-04T20:30:59.750120] [INFO ] [sig       ] [351/3547] Completed BBIO in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:30:59.750156] [INFO ] [sig       ] [352/3547] Forecasting BBLG...
[2025-12-04T20:30:59.750184] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-04T20:30:59.750212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-04T20:30:59.761853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-04T20:30:59.762150] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-04T20:30:59.762921] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-04T20:30:59.762971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:30:59.763005] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:30:59.763031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:30:59.763086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:30:59.818335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:30:59.818955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:30:59.819032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:30:59.819062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:30:59.932650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:30:59.932783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:30:59.932820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:30:59.932847] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:30:59.936081] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-12-04T20:30:59.936340] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-04T20:30:59.936465] [INFO ] [sig       ] BBLG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:00.072201] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BBLG.txt
[2025-12-04T20:31:00.072324] [INFO ] [sig       ] [352/3547] Completed BBLG in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:31:00.072360] [INFO ] [sig       ] [353/3547] Forecasting BBSI...
[2025-12-04T20:31:00.072389] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-04T20:31:00.072418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-04T20:31:00.084434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-04T20:31:00.084794] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-04T20:31:00.085621] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-04T20:31:00.085671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:00.085701] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:00.085726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:00.085784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:00.144058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:00.144682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:00.144758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:00.144789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:00.264509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:00.264669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:00.264710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:00.264736] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:00.268096] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-04T20:31:00.268390] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-04T20:31:00.268512] [INFO ] [sig       ] BBSI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:00.408131] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BBSI.txt
[2025-12-04T20:31:00.408266] [INFO ] [sig       ] [353/3547] Completed BBSI in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:31:00.408327] [INFO ] [sig       ] [354/3547] Forecasting BBWI...
[2025-12-04T20:31:00.408362] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-04T20:31:00.408428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-04T20:31:00.419778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-04T20:31:00.420062] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-04T20:31:00.420839] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-04T20:31:00.420890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:00.420921] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:00.420953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:00.421019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:00.477187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:00.477796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:00.477871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:00.477903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:00.597463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:00.597602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:00.597642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:00.597668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:00.600973] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=68.67%)
[2025-12-04T20:31:00.601232] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-04T20:31:00.601354] [INFO ] [sig       ] BBWI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:00.739259] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BBWI.txt
[2025-12-04T20:31:00.739395] [INFO ] [sig       ] [354/3547] Completed BBWI in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:31:00.739432] [INFO ] [sig       ] [355/3547] Forecasting BBY...
[2025-12-04T20:31:00.739462] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-04T20:31:00.739497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-04T20:31:00.751202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-04T20:31:00.751501] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-04T20:31:00.752298] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-04T20:31:00.752347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:00.752377] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:00.752402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:00.752456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:00.808820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:00.809542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:00.809640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:00.809672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:00.932140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:00.932261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:00.932299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:00.932327] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:00.935685] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2025-12-04T20:31:00.935973] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-04T20:31:00.936101] [INFO ] [sig       ] BBY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:01.090417] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BBY.txt
[2025-12-04T20:31:01.090594] [INFO ] [sig       ] [355/3547] Completed BBY in 0.4s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:31:01.090638] [INFO ] [sig       ] [356/3547] Forecasting BC...
[2025-12-04T20:31:01.090666] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-04T20:31:01.090695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-04T20:31:01.101641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-04T20:31:01.101972] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-04T20:31:01.102758] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-04T20:31:01.102808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:01.102839] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:01.102864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:01.102919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:01.159656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:01.160439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:01.160516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:01.160548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:01.280876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:01.281031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:01.281072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:01.281101] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:01.284427] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2025-12-04T20:31:01.284716] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-04T20:31:01.284843] [INFO ] [sig       ] BC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:01.423232] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BC.txt
[2025-12-04T20:31:01.423415] [INFO ] [sig       ] [356/3547] Completed BC in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:31:01.423457] [INFO ] [sig       ] [357/3547] Forecasting BCAL...
[2025-12-04T20:31:01.423485] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-04T20:31:01.423513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-04T20:31:01.434521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-04T20:31:01.434863] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-04T20:31:01.435640] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-04T20:31:01.435690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:01.435720] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:01.435746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:01.435801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:01.493692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:01.494592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:01.494683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:01.494716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:01.620297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:01.620459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:01.620497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:01.620524] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:01.624102] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-12-04T20:31:01.624486] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-04T20:31:01.624655] [INFO ] [sig       ] BCAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:01.769176] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BCAL.txt
[2025-12-04T20:31:01.769303] [INFO ] [sig       ] [357/3547] Completed BCAL in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-04T20:31:01.769342] [INFO ] [sig       ] [358/3547] Forecasting BCAX...
[2025-12-04T20:31:01.769369] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-04T20:31:01.769397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-04T20:31:01.780394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-04T20:31:01.780684] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-04T20:31:01.781425] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-04T20:31:01.781474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:01.781505] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:01.781531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:01.781610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:01.838203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:01.838835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:01.838909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:01.838939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:01.964140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:01.964293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:01.964330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:01.964357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:01.967701] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2025-12-04T20:31:01.967966] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-04T20:31:01.968092] [INFO ] [sig       ] BCAX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:02.109263] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BCAX.txt
[2025-12-04T20:31:02.109390] [INFO ] [sig       ] [358/3547] Completed BCAX in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 18.2m
[2025-12-04T20:31:02.109428] [INFO ] [sig       ] [359/3547] Forecasting BCBP...
[2025-12-04T20:31:02.109455] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-04T20:31:02.109482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-04T20:31:02.121135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-04T20:31:02.121399] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-04T20:31:02.122164] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-04T20:31:02.122214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:02.122244] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:02.122270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:02.122324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:02.178260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:02.178888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:02.178964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:02.178994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:02.293692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:02.293826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:02.293865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:02.293891] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:02.297127] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-12-04T20:31:02.297391] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-04T20:31:02.297512] [INFO ] [sig       ] BCBP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:02.433702] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCBP.txt
[2025-12-04T20:31:02.433813] [INFO ] [sig       ] [359/3547] Completed BCBP in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:02.433850] [INFO ] [sig       ] [360/3547] Forecasting BCC...
[2025-12-04T20:31:02.433878] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-04T20:31:02.433907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-04T20:31:02.444806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-04T20:31:02.445093] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-04T20:31:02.445873] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-04T20:31:02.445923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:02.445953] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:02.445979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:02.446034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:02.501762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:02.502378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:02.502452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:02.502482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:02.617995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:02.618124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:02.618163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:02.618189] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:02.621400] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-04T20:31:02.621679] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-04T20:31:02.621801] [INFO ] [sig       ] BCC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:02.762846] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCC.txt
[2025-12-04T20:31:02.763065] [INFO ] [sig       ] [360/3547] Completed BCC in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:02.763107] [INFO ] [sig       ] [361/3547] Forecasting BCDA...
[2025-12-04T20:31:02.763141] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-04T20:31:02.763172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-04T20:31:02.776114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-04T20:31:02.776549] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-04T20:31:02.777463] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-04T20:31:02.777514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:02.777546] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:02.777589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:02.777649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:02.839559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:02.841561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:02.841721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:02.841755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:02.962290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:02.962466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:02.962511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:02.962538] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:02.966275] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-04T20:31:02.966595] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-04T20:31:02.966736] [INFO ] [sig       ] BCDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:03.103716] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BCDA.txt
[2025-12-04T20:31:03.103894] [INFO ] [sig       ] [361/3547] Completed BCDA in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:03.103932] [INFO ] [sig       ] [362/3547] Forecasting BCE...
[2025-12-04T20:31:03.103960] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-04T20:31:03.103989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-04T20:31:03.115703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-04T20:31:03.116035] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-04T20:31:03.116845] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-04T20:31:03.116895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:03.116925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:03.116950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:03.117004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:03.172941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:03.173841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:03.173923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:03.173954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:03.294593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:03.294723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:03.294761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:03.294788] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:03.298121] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-04T20:31:03.298401] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-04T20:31:03.298526] [INFO ] [sig       ] BCE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:03.434681] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BCE.txt
[2025-12-04T20:31:03.434788] [INFO ] [sig       ] [362/3547] Completed BCE in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:03.434824] [INFO ] [sig       ] [363/3547] Forecasting BCH...
[2025-12-04T20:31:03.434853] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-04T20:31:03.434881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-04T20:31:03.445755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-04T20:31:03.446029] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-04T20:31:03.446798] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-04T20:31:03.446847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:03.446876] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:03.446902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:03.446956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:03.505864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:03.506458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:03.506535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:03.506565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:03.622873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:03.622991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:03.623027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:03.623053] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:03.626177] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-04T20:31:03.626433] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-04T20:31:03.626550] [INFO ] [sig       ] BCH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:03.761915] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCH.txt
[2025-12-04T20:31:03.762032] [INFO ] [sig       ] [363/3547] Completed BCH in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:03.762070] [INFO ] [sig       ] [364/3547] Forecasting BCML...
[2025-12-04T20:31:03.762100] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-04T20:31:03.762129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-04T20:31:03.773403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-04T20:31:03.773745] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-04T20:31:03.774548] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-04T20:31:03.774675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:03.774722] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:03.774759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:03.774837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:03.831655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:03.832253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:03.832329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:03.832360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:03.950920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:03.951147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:03.951193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:03.951221] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:03.955092] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-04T20:31:03.955445] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-04T20:31:03.955616] [INFO ] [sig       ] BCML: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:04.096515] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BCML.txt
[2025-12-04T20:31:04.096764] [INFO ] [sig       ] [364/3547] Completed BCML in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:04.096807] [INFO ] [sig       ] [365/3547] Forecasting BCO...
[2025-12-04T20:31:04.096837] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-04T20:31:04.096868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-04T20:31:04.109926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-04T20:31:04.110293] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-04T20:31:04.111201] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-04T20:31:04.111262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:04.111295] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:04.111322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:04.111378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:04.171052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:04.172253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:04.172354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:04.172386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:04.301426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:04.301686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:04.301740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:04.301778] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:04.306021] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-12-04T20:31:04.306371] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-04T20:31:04.306531] [INFO ] [sig       ] BCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:04.456559] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCO.txt
[2025-12-04T20:31:04.456803] [INFO ] [sig       ] [365/3547] Completed BCO in 0.4s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:04.456847] [INFO ] [sig       ] [366/3547] Forecasting BCPC...
[2025-12-04T20:31:04.456879] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-04T20:31:04.456910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-04T20:31:04.470784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-04T20:31:04.471201] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-04T20:31:04.472009] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-04T20:31:04.472059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:04.472088] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:04.472113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:04.472166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:04.529090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:04.530322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:04.530419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:04.530453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:04.651480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:04.651736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:04.651788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:04.651820] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:04.655675] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=55.07%)
[2025-12-04T20:31:04.656029] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-04T20:31:04.656180] [INFO ] [sig       ] BCPC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:04.798491] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCPC.txt
[2025-12-04T20:31:04.798683] [INFO ] [sig       ] [366/3547] Completed BCPC in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:04.798724] [INFO ] [sig       ] [367/3547] Forecasting BCRX...
[2025-12-04T20:31:04.798753] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-04T20:31:04.798781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-04T20:31:04.814240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-04T20:31:04.814649] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-04T20:31:04.815420] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-04T20:31:04.815470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:04.815500] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:04.815525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:04.815604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:04.871384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:04.872255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:04.872335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:04.872366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:04.991972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:04.992151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:04.992226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:04.992254] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:04.995733] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-04T20:31:04.996014] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-04T20:31:04.996143] [INFO ] [sig       ] BCRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:05.134214] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BCRX.txt
[2025-12-04T20:31:05.134355] [INFO ] [sig       ] [367/3547] Completed BCRX in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:05.134399] [INFO ] [sig       ] [368/3547] Forecasting BCS...
[2025-12-04T20:31:05.134429] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-04T20:31:05.134457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-04T20:31:05.146170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-04T20:31:05.146505] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-04T20:31:05.147333] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-04T20:31:05.147385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:05.147415] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:05.147440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:05.147496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:05.205086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:05.205914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:05.205996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:05.206028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:05.326379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:05.326531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:05.326587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:05.326620] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:05.330087] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2025-12-04T20:31:05.330385] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-04T20:31:05.330508] [INFO ] [sig       ] BCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:05.472765] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCS.txt
[2025-12-04T20:31:05.472923] [INFO ] [sig       ] [368/3547] Completed BCS in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:05.472961] [INFO ] [sig       ] [369/3547] Forecasting BCSF...
[2025-12-04T20:31:05.472989] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-04T20:31:05.473020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-04T20:31:05.485033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-04T20:31:05.485418] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-04T20:31:05.486237] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-04T20:31:05.486289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:05.486319] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:05.486345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:05.486399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:05.543724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:05.544641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:05.544730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:05.544762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:05.682533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:05.682734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:05.682788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:05.682826] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:05.688146] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=50.69%)
[2025-12-04T20:31:05.688642] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-04T20:31:05.688835] [INFO ] [sig       ] BCSF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:05.844029] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCSF.txt
[2025-12-04T20:31:05.844158] [INFO ] [sig       ] [369/3547] Completed BCSF in 0.4s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:05.844194] [INFO ] [sig       ] [370/3547] Forecasting BCTX...
[2025-12-04T20:31:05.844224] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-04T20:31:05.844252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-04T20:31:05.869689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-04T20:31:05.870012] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-04T20:31:05.870797] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-04T20:31:05.870847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:05.870877] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:05.870904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:05.870960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:05.928508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:05.929195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:05.929272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:05.929302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:06.048975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:06.049136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:06.049184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:06.049219] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:06.052674] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-04T20:31:06.052939] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-04T20:31:06.053079] [INFO ] [sig       ] BCTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:06.191459] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCTX.txt
[2025-12-04T20:31:06.191604] [INFO ] [sig       ] [370/3547] Completed BCTX in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:06.191643] [INFO ] [sig       ] [371/3547] Forecasting BCX...
[2025-12-04T20:31:06.191671] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-04T20:31:06.191727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-04T20:31:06.207035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-04T20:31:06.207348] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-04T20:31:06.208116] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-04T20:31:06.208167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:06.208196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:06.208221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:06.208303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:06.265783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:06.266477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:06.266555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:06.266604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:06.391325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:06.391478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:06.391535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:06.391565] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:06.395091] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-04T20:31:06.395371] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-04T20:31:06.395501] [INFO ] [sig       ] BCX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:06.538670] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BCX.txt
[2025-12-04T20:31:06.538805] [INFO ] [sig       ] [371/3547] Completed BCX in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:06.538842] [INFO ] [sig       ] [372/3547] Forecasting BCYC...
[2025-12-04T20:31:06.538872] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-04T20:31:06.538900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-04T20:31:06.549994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-04T20:31:06.550285] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-04T20:31:06.551078] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-04T20:31:06.551127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:06.551157] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:06.551182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:06.551237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:06.606193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:06.606822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:06.606897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:06.606928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:06.726931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:06.727076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:06.727114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:06.727142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:06.730481] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-04T20:31:06.730761] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-04T20:31:06.730882] [INFO ] [sig       ] BCYC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:06.865536] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BCYC.txt
[2025-12-04T20:31:06.865675] [INFO ] [sig       ] [372/3547] Completed BCYC in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:06.865713] [INFO ] [sig       ] [373/3547] Forecasting BDC...
[2025-12-04T20:31:06.865741] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-04T20:31:06.865771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-04T20:31:06.879138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-04T20:31:06.879441] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-04T20:31:06.880261] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-04T20:31:06.880312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:06.880341] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:06.880365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:06.880422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:06.938501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:06.939314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:06.939410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:06.939442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:07.060517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:07.060702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:07.060745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:07.060771] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:07.064056] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-04T20:31:07.064326] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-04T20:31:07.064447] [INFO ] [sig       ] BDC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:07.199503] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BDC.txt
[2025-12-04T20:31:07.199668] [INFO ] [sig       ] [373/3547] Completed BDC in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-04T20:31:07.199709] [INFO ] [sig       ] [374/3547] Forecasting BDJ...
[2025-12-04T20:31:07.199738] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-04T20:31:07.199769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-04T20:31:07.231680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-04T20:31:07.231984] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-04T20:31:07.232749] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-04T20:31:07.232797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:07.232828] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:07.232854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:07.232910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:07.290752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:07.291392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:07.291468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:07.291499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:07.408626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:07.408758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:07.408795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:07.408823] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:07.412026] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-04T20:31:07.412287] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-04T20:31:07.412408] [INFO ] [sig       ] BDJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:07.552857] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BDJ.txt
[2025-12-04T20:31:07.552978] [INFO ] [sig       ] [374/3547] Completed BDJ in 0.4s | 2.91 sym/s | Total: 2.1m | ETA: 18.1m
[2025-12-04T20:31:07.553015] [INFO ] [sig       ] [375/3547] Forecasting BDN...
[2025-12-04T20:31:07.553042] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-04T20:31:07.553071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-04T20:31:07.571678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-04T20:31:07.571972] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-04T20:31:07.572736] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-04T20:31:07.572785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:07.572825] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:07.572852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:07.572906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:07.629436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:07.630092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:07.630172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:07.630206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:07.751804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:07.751936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:07.751974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:07.752000] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:07.755249] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-12-04T20:31:07.755512] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-04T20:31:07.755652] [INFO ] [sig       ] BDN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:07.896768] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BDN.txt
[2025-12-04T20:31:07.896897] [INFO ] [sig       ] [375/3547] Completed BDN in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.1m
[2025-12-04T20:31:07.896936] [INFO ] [sig       ] [376/3547] Forecasting BDRX...
[2025-12-04T20:31:07.896966] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-04T20:31:07.896995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-04T20:31:07.907756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-04T20:31:07.908042] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-04T20:31:07.908850] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-04T20:31:07.908899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:07.908929] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:07.908954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:07.909012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:07.964968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:07.965625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:07.965702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:07.965735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:08.085108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:08.085255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:08.085294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:08.085322] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:08.088635] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-04T20:31:08.088896] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-04T20:31:08.089017] [INFO ] [sig       ] BDRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:08.225280] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BDRX.txt
[2025-12-04T20:31:08.225407] [INFO ] [sig       ] [376/3547] Completed BDRX in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:08.225444] [INFO ] [sig       ] [377/3547] Forecasting BDSX...
[2025-12-04T20:31:08.225472] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-04T20:31:08.225500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-04T20:31:08.236353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-04T20:31:08.236684] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-04T20:31:08.237422] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-04T20:31:08.237472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:08.237501] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:08.237527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:08.237599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:08.294355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:08.295005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:08.295082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:08.295114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:08.409073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:08.409247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:08.409289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:08.409317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:08.413065] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-12-04T20:31:08.413359] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-04T20:31:08.413531] [INFO ] [sig       ] BDSX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:08.565157] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BDSX.txt
[2025-12-04T20:31:08.565304] [INFO ] [sig       ] [377/3547] Completed BDSX in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:08.565343] [INFO ] [sig       ] [378/3547] Forecasting BDTX...
[2025-12-04T20:31:08.565373] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-04T20:31:08.565404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-04T20:31:08.577603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-04T20:31:08.577973] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-04T20:31:08.578858] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-04T20:31:08.578909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:08.578939] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:08.578964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:08.579027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:08.637990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:08.638944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:08.639028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:08.639060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:08.756042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:08.756167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:08.756205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:08.756232] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:08.759522] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-04T20:31:08.759811] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-04T20:31:08.759937] [INFO ] [sig       ] BDTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:08.897458] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BDTX.txt
[2025-12-04T20:31:08.897589] [INFO ] [sig       ] [378/3547] Completed BDTX in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:08.897628] [INFO ] [sig       ] [379/3547] Forecasting BDX...
[2025-12-04T20:31:08.897665] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-04T20:31:08.897694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-04T20:31:08.909016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-04T20:31:08.909285] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-04T20:31:08.910053] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-04T20:31:08.910103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:08.910132] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:08.910157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:08.910215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:08.965140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:08.965748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:08.965821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:08.965851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:09.085279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:09.085411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:09.085447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:09.085475] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:09.088951] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-04T20:31:09.089220] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-04T20:31:09.089348] [INFO ] [sig       ] BDX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:09.229991] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BDX.txt
[2025-12-04T20:31:09.230101] [INFO ] [sig       ] [379/3547] Completed BDX in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:09.230136] [INFO ] [sig       ] [380/3547] Forecasting BEAM...
[2025-12-04T20:31:09.230163] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-04T20:31:09.230191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-04T20:31:09.240892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-04T20:31:09.241147] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-04T20:31:09.241910] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-04T20:31:09.241960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:09.241990] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:09.242014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:09.242068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:09.299908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:09.300533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:09.300636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:09.300670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:09.420275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:09.420516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:09.420564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:09.420613] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:09.424742] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-04T20:31:09.425088] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-04T20:31:09.425246] [INFO ] [sig       ] BEAM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:09.581067] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BEAM.txt
[2025-12-04T20:31:09.581281] [INFO ] [sig       ] [380/3547] Completed BEAM in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:09.581324] [INFO ] [sig       ] [381/3547] Forecasting BEEM...
[2025-12-04T20:31:09.581355] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-04T20:31:09.581388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-04T20:31:09.594901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-04T20:31:09.595490] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-04T20:31:09.596499] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-04T20:31:09.596555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:09.596623] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:09.596654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:09.596713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:09.658020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:09.659305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:09.659411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:09.659445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:09.778548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:09.778792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:09.778837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:09.778865] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:09.782839] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=70.38%)
[2025-12-04T20:31:09.783192] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-04T20:31:09.783346] [INFO ] [sig       ] BEEM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:09.930051] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BEEM.txt
[2025-12-04T20:31:09.930264] [INFO ] [sig       ] [381/3547] Completed BEEM in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:09.930305] [INFO ] [sig       ] [382/3547] Forecasting BEEP...
[2025-12-04T20:31:09.930336] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-04T20:31:09.930368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-04T20:31:09.943216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-04T20:31:09.943814] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-04T20:31:09.944752] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-04T20:31:09.944805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:09.944837] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:09.944863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:09.944920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:10.004098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:10.005330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:10.005440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:10.005473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:10.124140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:10.124390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:10.124438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:10.124495] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:10.128476] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=40.55%)
[2025-12-04T20:31:10.128837] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-04T20:31:10.128985] [INFO ] [sig       ] BEEP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:10.270786] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BEEP.txt
[2025-12-04T20:31:10.270999] [INFO ] [sig       ] [382/3547] Completed BEEP in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:10.271055] [INFO ] [sig       ] [383/3547] Forecasting BEKE...
[2025-12-04T20:31:10.271095] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-04T20:31:10.271176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-04T20:31:10.284287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-04T20:31:10.284861] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-04T20:31:10.285786] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-04T20:31:10.285836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:10.285869] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:10.285895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:10.285952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:10.343053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:10.344223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:10.344318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:10.344351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:10.465436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:10.465682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:10.465729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:10.465758] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:10.469544] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2025-12-04T20:31:10.469920] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-04T20:31:10.470057] [INFO ] [sig       ] BEKE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:10.611558] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BEKE.txt
[2025-12-04T20:31:10.611787] [INFO ] [sig       ] [383/3547] Completed BEKE in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:10.611838] [INFO ] [sig       ] [384/3547] Forecasting BELFA...
[2025-12-04T20:31:10.611873] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-04T20:31:10.611905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-04T20:31:10.625494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-04T20:31:10.626068] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-04T20:31:10.626988] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-04T20:31:10.627039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:10.627070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:10.627096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:10.627153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:10.685108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:10.686184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:10.686279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:10.686336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:10.794772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:10.795048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:10.795093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:10.795121] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:10.798937] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2025-12-04T20:31:10.799236] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-04T20:31:10.799375] [INFO ] [sig       ] BELFA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:10.938296] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BELFA.txt
[2025-12-04T20:31:10.938523] [INFO ] [sig       ] [384/3547] Completed BELFA in 0.3s | 2.92 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:10.938567] [INFO ] [sig       ] [385/3547] Forecasting BELFB...
[2025-12-04T20:31:10.938616] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-04T20:31:10.938645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-04T20:31:10.951338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-04T20:31:10.951814] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-04T20:31:10.952714] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-04T20:31:10.952765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:10.952795] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:10.952820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:10.952876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:11.009604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:11.010625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:11.010719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:11.010750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:11.131119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:11.131346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:11.131391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:11.131419] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:11.135313] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-04T20:31:11.135690] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-04T20:31:11.135855] [INFO ] [sig       ] BELFB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:11.285183] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BELFB.txt
[2025-12-04T20:31:11.285395] [INFO ] [sig       ] [385/3547] Completed BELFB in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:11.285438] [INFO ] [sig       ] [386/3547] Forecasting BEN...
[2025-12-04T20:31:11.285468] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-04T20:31:11.285503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-04T20:31:11.302955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-04T20:31:11.303657] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-04T20:31:11.304797] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-04T20:31:11.304866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:11.304899] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:11.304971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:11.305035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:11.364935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:11.366294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:11.366396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:11.366430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:11.499010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:11.499240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:11.499285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:11.499314] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:11.503111] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-04T20:31:11.503452] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-04T20:31:11.503617] [INFO ] [sig       ] BEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:11.653488] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BEN.txt
[2025-12-04T20:31:11.653710] [INFO ] [sig       ] [386/3547] Completed BEN in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:11.653754] [INFO ] [sig       ] [387/3547] Forecasting BEP...
[2025-12-04T20:31:11.653786] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-04T20:31:11.653816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-04T20:31:11.666459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-04T20:31:11.666934] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-04T20:31:11.667831] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-04T20:31:11.667881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:11.667911] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:11.667936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:11.667992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:11.726591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:11.727831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:11.727932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:11.727963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:11.851146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:11.851407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:11.851469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:11.851500] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:11.855504] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-04T20:31:11.855912] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-04T20:31:11.856094] [INFO ] [sig       ] BEP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:11.997739] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BEP.txt
[2025-12-04T20:31:11.997902] [INFO ] [sig       ] [387/3547] Completed BEP in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:11.997976] [INFO ] [sig       ] [388/3547] Forecasting BEPH...
[2025-12-04T20:31:11.998007] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-04T20:31:11.998037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-04T20:31:12.014563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-04T20:31:12.015055] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-04T20:31:12.015946] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-04T20:31:12.015999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:12.016030] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:12.016056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:12.016113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:12.072947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:12.074124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:12.074226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:12.074257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:12.192857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:12.193092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:12.193139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:12.193169] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:12.197445] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=18.90%)
[2025-12-04T20:31:12.197955] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-04T20:31:12.198129] [INFO ] [sig       ] BEPH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:12.347940] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BEPH.txt
[2025-12-04T20:31:12.348142] [INFO ] [sig       ] [388/3547] Completed BEPH in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:12.348183] [INFO ] [sig       ] [389/3547] Forecasting BEPI...
[2025-12-04T20:31:12.348211] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-04T20:31:12.348243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-04T20:31:12.362207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-04T20:31:12.362832] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-04T20:31:12.363838] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-04T20:31:12.363914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:12.363947] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:12.363975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:12.364034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:12.421427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:12.422655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:12.422761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:12.422792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:12.524067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:12.524286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:12.524329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:12.524357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:12.528088] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-04T20:31:12.528402] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-04T20:31:12.528535] [INFO ] [sig       ] BEPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:12.667290] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BEPI.txt
[2025-12-04T20:31:12.667493] [INFO ] [sig       ] [389/3547] Completed BEPI in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:12.667535] [INFO ] [sig       ] [390/3547] Forecasting BFAM...
[2025-12-04T20:31:12.667563] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-04T20:31:12.667621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-04T20:31:12.680623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-04T20:31:12.681131] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-04T20:31:12.682027] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-04T20:31:12.682077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:12.682107] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:12.682133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:12.682188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:12.743069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:12.744490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:12.744623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:12.744657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:12.869106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:12.869324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:12.869368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:12.869397] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:12.873308] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=45.15%)
[2025-12-04T20:31:12.874213] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-04T20:31:12.874755] [INFO ] [sig       ] BFAM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:13.013349] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BFAM.txt
[2025-12-04T20:31:13.013498] [INFO ] [sig       ] [390/3547] Completed BFAM in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:13.013535] [INFO ] [sig       ] [391/3547] Forecasting BFC...
[2025-12-04T20:31:13.013564] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-04T20:31:13.013612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-04T20:31:13.032075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-04T20:31:13.032722] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-04T20:31:13.034233] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-04T20:31:13.034318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:13.034355] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:13.034427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:13.034490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:13.094601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:13.095890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:13.096012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:13.096047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:13.213587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:13.213807] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:31:13.213858] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:13.213886] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:13.217744] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-04T20:31:13.218051] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-04T20:31:13.218196] [INFO ] [sig       ] BFC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:13.442748] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BFC.txt
[2025-12-04T20:31:13.442951] [INFO ] [sig       ] [391/3547] Completed BFC in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:13.442991] [INFO ] [sig       ] [392/3547] Forecasting BFH...
[2025-12-04T20:31:13.443021] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-04T20:31:13.443052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-04T20:31:13.458059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-04T20:31:13.458635] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-04T20:31:13.459591] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-04T20:31:13.459648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:13.459683] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:13.459709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:13.459764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:13.516007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:13.517061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:13.517159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:13.517191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:13.641139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:13.641372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:13.641420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:13.641449] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:13.645413] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-04T20:31:13.645840] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-04T20:31:13.646005] [INFO ] [sig       ] BFH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:13.792883] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BFH.txt
[2025-12-04T20:31:13.793107] [INFO ] [sig       ] [392/3547] Completed BFH in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-04T20:31:13.793159] [INFO ] [sig       ] [393/3547] Forecasting BFIN...
[2025-12-04T20:31:13.793201] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-04T20:31:13.793244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-04T20:31:13.807638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-04T20:31:13.808189] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-04T20:31:13.809325] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-04T20:31:13.809379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:13.809412] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:13.809440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:13.809498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:13.867881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:13.868923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:13.869030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:13.869063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:13.983358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:13.983599] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:31:13.983650] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:13.983680] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:13.987524] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2025-12-04T20:31:13.987875] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-04T20:31:13.988018] [INFO ] [sig       ] BFIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:14.138767] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BFIN.txt
[2025-12-04T20:31:14.138972] [INFO ] [sig       ] [393/3547] Completed BFIN in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.0m
[2025-12-04T20:31:14.139023] [INFO ] [sig       ] [394/3547] Forecasting BFK...
[2025-12-04T20:31:14.139052] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-04T20:31:14.139082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-04T20:31:14.152282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-04T20:31:14.152729] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-04T20:31:14.153746] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-04T20:31:14.153801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:14.153833] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:14.153858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:14.153915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:14.213588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:14.214671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:14.214765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:14.214799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:14.335530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:14.335700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:14.335741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:14.335767] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:14.339261] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-04T20:31:14.339530] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-04T20:31:14.339675] [INFO ] [sig       ] BFK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:14.479910] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BFK.txt
[2025-12-04T20:31:14.480106] [INFO ] [sig       ] [394/3547] Completed BFK in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:14.480149] [INFO ] [sig       ] [395/3547] Forecasting BFLY...
[2025-12-04T20:31:14.480178] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-04T20:31:14.480209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-04T20:31:14.495287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-04T20:31:14.495670] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-04T20:31:14.496466] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-04T20:31:14.496527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:14.496560] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:14.496616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:14.496674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:14.554935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:14.555805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:14.555889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:14.555921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:14.683656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:14.683844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:14.683887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:14.683914] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:14.687357] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=80.57%)
[2025-12-04T20:31:14.687665] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-04T20:31:14.688513] [INFO ] [sig       ] BFLY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:14.833015] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BFLY.txt
[2025-12-04T20:31:14.833176] [INFO ] [sig       ] [395/3547] Completed BFLY in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:14.833215] [INFO ] [sig       ] [396/3547] Forecasting BFS...
[2025-12-04T20:31:14.833243] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-04T20:31:14.833273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-04T20:31:14.846960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-04T20:31:14.847619] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-04T20:31:14.848658] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-04T20:31:14.848713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:14.848746] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:14.848771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:14.848829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:14.906862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:14.908022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:14.908122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:14.908156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:15.024454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:15.024702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:15.024746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:15.024775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:15.028710] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=83.77%)
[2025-12-04T20:31:15.029075] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-04T20:31:15.029217] [INFO ] [sig       ] BFS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:15.178222] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BFS.txt
[2025-12-04T20:31:15.178488] [INFO ] [sig       ] [396/3547] Completed BFS in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:15.178532] [INFO ] [sig       ] [397/3547] Forecasting BFZ...
[2025-12-04T20:31:15.178562] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-04T20:31:15.178612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-04T20:31:15.192991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-04T20:31:15.193511] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-04T20:31:15.194456] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-04T20:31:15.194517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:15.194551] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:15.194608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:15.194687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:15.254531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:15.255456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:15.255542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:15.255591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:15.376151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:15.376308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:15.376356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:15.376385] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:15.379850] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-12-04T20:31:15.380140] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-04T20:31:15.380274] [INFO ] [sig       ] BFZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:15.518149] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BFZ.txt
[2025-12-04T20:31:15.518345] [INFO ] [sig       ] [397/3547] Completed BFZ in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:15.518393] [INFO ] [sig       ] [398/3547] Forecasting BG...
[2025-12-04T20:31:15.518420] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-04T20:31:15.518448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-04T20:31:15.533685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-04T20:31:15.534473] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-04T20:31:15.535623] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-04T20:31:15.535685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:15.535727] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:15.535759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:15.535839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:15.606753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:15.608034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:15.608139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:15.608172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:15.728804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:15.729038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:15.729086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:15.729117] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:15.733116] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-04T20:31:15.733431] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-04T20:31:15.733592] [INFO ] [sig       ] BG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:15.879110] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BG.txt
[2025-12-04T20:31:15.879315] [INFO ] [sig       ] [398/3547] Completed BG in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:15.879355] [INFO ] [sig       ] [399/3547] Forecasting BGB...
[2025-12-04T20:31:15.879384] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-04T20:31:15.879413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-04T20:31:15.893442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-04T20:31:15.893863] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-04T20:31:15.894739] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-04T20:31:15.894789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:15.894838] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:15.894866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:15.894923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:15.951164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:15.952235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:15.952328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:15.952359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:16.073167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:16.073397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:16.073442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:16.073472] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:16.077457] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=56.41%)
[2025-12-04T20:31:16.077863] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-04T20:31:16.078021] [INFO ] [sig       ] BGB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:16.220467] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BGB.txt
[2025-12-04T20:31:16.220726] [INFO ] [sig       ] [399/3547] Completed BGB in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:16.220770] [INFO ] [sig       ] [400/3547] Forecasting BGC...
[2025-12-04T20:31:16.220799] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-04T20:31:16.220830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-04T20:31:16.234807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-04T20:31:16.235262] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-04T20:31:16.236095] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-04T20:31:16.236147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:16.236178] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:16.236202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:16.236256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:16.292184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:16.293069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:16.293151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:16.293183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:16.416205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:16.416441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:16.416487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:16.416516] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:16.420821] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-04T20:31:16.421269] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-04T20:31:16.421449] [INFO ] [sig       ] BGC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:16.566742] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BGC.txt
[2025-12-04T20:31:16.566954] [INFO ] [sig       ] [400/3547] Completed BGC in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:16.566998] [INFO ] [sig       ] [401/3547] Forecasting BGH...
[2025-12-04T20:31:16.567028] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-04T20:31:16.567063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-04T20:31:16.581803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-04T20:31:16.582363] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-04T20:31:16.583362] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-04T20:31:16.583415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:16.583445] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:16.583469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:16.583525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:16.640381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:16.641515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:16.641628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:16.641663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:16.758973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:16.759211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:16.759276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:16.759307] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:16.763209] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=72.72%)
[2025-12-04T20:31:16.763508] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-04T20:31:16.763673] [INFO ] [sig       ] BGH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:16.902833] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BGH.txt
[2025-12-04T20:31:16.903028] [INFO ] [sig       ] [401/3547] Completed BGH in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:16.903069] [INFO ] [sig       ] [402/3547] Forecasting BGLC...
[2025-12-04T20:31:16.903099] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-04T20:31:16.903158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-04T20:31:16.921437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-04T20:31:16.922092] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-04T20:31:16.923066] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-04T20:31:16.923120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:16.923154] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:16.923182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:16.923240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:16.982474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:16.983764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:16.983880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:16.983916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:17.100541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:17.100788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:17.100831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:17.100861] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:17.104717] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-04T20:31:17.105043] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-04T20:31:17.105183] [INFO ] [sig       ] BGLC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:17.249292] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BGLC.txt
[2025-12-04T20:31:17.249505] [INFO ] [sig       ] [402/3547] Completed BGLC in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:17.249547] [INFO ] [sig       ] [403/3547] Forecasting BGRN...
[2025-12-04T20:31:17.249605] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-04T20:31:17.249642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-04T20:31:17.263263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-04T20:31:17.263836] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-04T20:31:17.264715] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-04T20:31:17.264767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:17.264798] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:17.264823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:17.264881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:17.322115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:17.323279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:17.323402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:17.323434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:17.449700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:17.449938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:17.449984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:17.450012] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:17.453993] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-04T20:31:17.454476] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-04T20:31:17.454670] [INFO ] [sig       ] BGRN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:17.596229] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BGRN.txt
[2025-12-04T20:31:17.596445] [INFO ] [sig       ] [403/3547] Completed BGRN in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:17.596488] [INFO ] [sig       ] [404/3547] Forecasting BGS...
[2025-12-04T20:31:17.596515] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-04T20:31:17.596547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-04T20:31:17.614839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-04T20:31:17.615487] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-04T20:31:17.616420] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-04T20:31:17.616473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:17.616506] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:17.616534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:17.616618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:17.676062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:17.677206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:17.677337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:17.677371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:17.799847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:17.800071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:17.800116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:17.800145] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:17.804108] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-04T20:31:17.804541] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-04T20:31:17.804755] [INFO ] [sig       ] BGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:17.944634] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BGS.txt
[2025-12-04T20:31:17.944837] [INFO ] [sig       ] [404/3547] Completed BGS in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:17.944917] [INFO ] [sig       ] [405/3547] Forecasting BGSF...
[2025-12-04T20:31:17.944948] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-04T20:31:17.944978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-04T20:31:17.958655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-04T20:31:17.959237] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-04T20:31:17.960138] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-04T20:31:17.960190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:17.960222] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:17.960248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:17.960304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:18.019043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:18.020280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:18.020376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:18.020419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:18.144954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:18.145189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:18.145234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:18.145262] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:18.149146] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-04T20:31:18.149453] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-04T20:31:18.149606] [INFO ] [sig       ] BGSF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:18.290270] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BGSF.txt
[2025-12-04T20:31:18.290529] [INFO ] [sig       ] [405/3547] Completed BGSF in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:18.290604] [INFO ] [sig       ] [406/3547] Forecasting BGX...
[2025-12-04T20:31:18.290640] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-04T20:31:18.290672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-04T20:31:18.304426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-04T20:31:18.305019] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-04T20:31:18.305918] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-04T20:31:18.305969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:18.306001] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:18.306027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:18.306085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:18.363889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:18.365034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:18.365137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:18.365175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:18.490724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:18.490964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:18.491008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:18.491063] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:18.495131] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=24.98%)
[2025-12-04T20:31:18.495479] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-04T20:31:18.495636] [INFO ] [sig       ] BGX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:18.640488] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BGX.txt
[2025-12-04T20:31:18.640672] [INFO ] [sig       ] [406/3547] Completed BGX in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:18.640716] [INFO ] [sig       ] [407/3547] Forecasting BGY...
[2025-12-04T20:31:18.640744] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-04T20:31:18.640774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-04T20:31:18.655184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-04T20:31:18.655797] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-04T20:31:18.656795] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-04T20:31:18.656849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:18.656880] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:18.656907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:18.656963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:18.713203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:18.714375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:18.714472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:18.714504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:18.839077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:18.839240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:18.839281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:18.839310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:18.842792] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-04T20:31:18.843069] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-04T20:31:18.843197] [INFO ] [sig       ] BGY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:18.988617] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BGY.txt
[2025-12-04T20:31:18.988843] [INFO ] [sig       ] [407/3547] Completed BGY in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:18.988884] [INFO ] [sig       ] [408/3547] Forecasting BHC...
[2025-12-04T20:31:18.988912] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-04T20:31:18.988944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-04T20:31:19.002347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-04T20:31:19.003091] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-04T20:31:19.004260] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-04T20:31:19.004326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:19.004358] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:19.004428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:19.004488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:19.063260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:19.064670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:19.064773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:19.064834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:19.187119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:19.187341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:19.187388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:19.187417] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:19.191442] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-04T20:31:19.191781] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-04T20:31:19.191922] [INFO ] [sig       ] BHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:19.339812] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BHC.txt
[2025-12-04T20:31:19.340066] [INFO ] [sig       ] [408/3547] Completed BHC in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:19.340130] [INFO ] [sig       ] [409/3547] Forecasting BHE...
[2025-12-04T20:31:19.340172] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-04T20:31:19.340212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-04T20:31:19.353673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-04T20:31:19.354129] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-04T20:31:19.355032] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-04T20:31:19.355082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:19.355113] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:19.355138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:19.355194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:19.417802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:19.419021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:19.419118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:19.419151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:19.538769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:19.539014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:19.539075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:19.539106] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:19.543049] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-04T20:31:19.543385] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-04T20:31:19.543541] [INFO ] [sig       ] BHE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:19.685232] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHE.txt
[2025-12-04T20:31:19.685469] [INFO ] [sig       ] [409/3547] Completed BHE in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:19.685516] [INFO ] [sig       ] [410/3547] Forecasting BHF...
[2025-12-04T20:31:19.685547] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-04T20:31:19.685596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-04T20:31:19.699799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-04T20:31:19.700313] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-04T20:31:19.701266] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-04T20:31:19.701320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:19.701353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:19.701380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:19.701454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:19.759528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:19.760718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:19.760813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:19.760846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:19.882660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:19.882874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:19.882924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:19.882954] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:19.886762] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-04T20:31:19.887069] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-04T20:31:19.887209] [INFO ] [sig       ] BHF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:20.033939] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHF.txt
[2025-12-04T20:31:20.034150] [INFO ] [sig       ] [410/3547] Completed BHF in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-04T20:31:20.034191] [INFO ] [sig       ] [411/3547] Forecasting BHFAL...
[2025-12-04T20:31:20.034219] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-04T20:31:20.034250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-04T20:31:20.051046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-04T20:31:20.051481] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-04T20:31:20.052382] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-04T20:31:20.052432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:20.052463] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:20.052489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:20.052549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:20.108648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:20.109464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:20.109596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:20.109634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:20.229687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:20.229915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:20.229960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:20.229987] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:20.233859] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-04T20:31:20.234166] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-04T20:31:20.234303] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:20.374994] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHFAL.txt
[2025-12-04T20:31:20.375219] [INFO ] [sig       ] [411/3547] Completed BHFAL in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-04T20:31:20.375263] [INFO ] [sig       ] [412/3547] Forecasting BHFAM...
[2025-12-04T20:31:20.375293] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-04T20:31:20.375327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-04T20:31:20.390197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-04T20:31:20.390814] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-04T20:31:20.391766] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-04T20:31:20.391842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:20.391878] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:20.391907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:20.391967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:20.450782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:20.451959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:20.452071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:20.452105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:20.585293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:20.585520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:20.585566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:20.585616] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:20.589722] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-04T20:31:20.590054] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-04T20:31:20.590223] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:20.732989] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHFAM.txt
[2025-12-04T20:31:20.733202] [INFO ] [sig       ] [412/3547] Completed BHFAM in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:20.733245] [INFO ] [sig       ] [413/3547] Forecasting BHFAN...
[2025-12-04T20:31:20.733274] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-04T20:31:20.733306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-04T20:31:20.747539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-04T20:31:20.748141] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-04T20:31:20.749136] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-04T20:31:20.749193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:20.749237] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:20.749268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:20.749325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:20.809453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:20.810684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:20.810790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:20.810829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:20.935506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:20.935739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:20.935787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:20.935815] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:20.939868] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=42.45%)
[2025-12-04T20:31:20.940275] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-04T20:31:20.940427] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:21.084468] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHFAN.txt
[2025-12-04T20:31:21.084664] [INFO ] [sig       ] [413/3547] Completed BHFAN in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:21.084706] [INFO ] [sig       ] [414/3547] Forecasting BHFAO...
[2025-12-04T20:31:21.084735] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-04T20:31:21.084773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-04T20:31:21.098028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-04T20:31:21.098509] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-04T20:31:21.099472] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-04T20:31:21.099528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:21.099560] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:21.099607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:21.099668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:21.158036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:21.159190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:21.159285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:21.159319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:21.280615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:21.280845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:21.280891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:21.280919] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:21.285166] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-04T20:31:21.285521] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-04T20:31:21.285711] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:21.430964] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHFAO.txt
[2025-12-04T20:31:21.431187] [INFO ] [sig       ] [414/3547] Completed BHFAO in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:21.431233] [INFO ] [sig       ] [415/3547] Forecasting BHFAP...
[2025-12-04T20:31:21.431261] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-04T20:31:21.431291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-04T20:31:21.445379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-04T20:31:21.445976] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-04T20:31:21.446895] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-04T20:31:21.446948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:21.446980] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:21.447006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:21.447064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:21.504791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:21.506039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:21.506139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:21.506171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:21.629545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:21.629784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:21.629831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:21.629863] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:21.633942] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-04T20:31:21.634311] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-04T20:31:21.634465] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:21.780202] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHFAP.txt
[2025-12-04T20:31:21.780453] [INFO ] [sig       ] [415/3547] Completed BHFAP in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:21.780496] [INFO ] [sig       ] [416/3547] Forecasting BHK...
[2025-12-04T20:31:21.780524] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-04T20:31:21.780557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-04T20:31:21.793786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-04T20:31:21.794242] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-04T20:31:21.795147] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-04T20:31:21.795198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:21.795230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:21.795255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:21.795310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:21.853597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:21.854679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:21.854795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:21.854830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:21.979060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:21.979283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:21.979330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:21.979360] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:21.983294] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-12-04T20:31:21.983708] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-04T20:31:21.983874] [INFO ] [sig       ] BHK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:22.129060] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BHK.txt
[2025-12-04T20:31:22.129309] [INFO ] [sig       ] [416/3547] Completed BHK in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:22.129351] [INFO ] [sig       ] [417/3547] Forecasting BHP...
[2025-12-04T20:31:22.129380] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-04T20:31:22.129410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-04T20:31:22.141705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-04T20:31:22.142119] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-04T20:31:22.143003] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-04T20:31:22.143058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:22.143094] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:22.143130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:22.143197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:22.201738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:22.202679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:22.202768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:22.202800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:22.326313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:22.326429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:22.326468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:22.326495] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:22.330024] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-04T20:31:22.330334] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-04T20:31:22.330474] [INFO ] [sig       ] BHP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:22.470241] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BHP.txt
[2025-12-04T20:31:22.470379] [INFO ] [sig       ] [417/3547] Completed BHP in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:22.470418] [INFO ] [sig       ] [418/3547] Forecasting BHRB...
[2025-12-04T20:31:22.470446] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-04T20:31:22.470477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-04T20:31:22.482525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-04T20:31:22.482906] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-04T20:31:22.483733] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-04T20:31:22.483785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:22.483816] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:22.483844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:22.483900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:22.542992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:22.543932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:22.544051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:22.544086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:22.661146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:22.661309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:22.661350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:22.661377] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:22.664942] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=73.22%)
[2025-12-04T20:31:22.665220] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-04T20:31:22.665351] [INFO ] [sig       ] BHRB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:22.808659] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BHRB.txt
[2025-12-04T20:31:22.808841] [INFO ] [sig       ] [418/3547] Completed BHRB in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:22.808880] [INFO ] [sig       ] [419/3547] Forecasting BHVN...
[2025-12-04T20:31:22.808908] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-04T20:31:22.808938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-04T20:31:22.820956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-04T20:31:22.821271] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-04T20:31:22.822130] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-04T20:31:22.822182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:22.822212] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:22.822238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:22.822293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:22.879912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:22.880562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:22.880659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:22.880692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:22.999015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:22.999150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:22.999188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:22.999215] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:23.002510] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-12-04T20:31:23.002799] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-04T20:31:23.002922] [INFO ] [sig       ] BHVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:23.140217] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BHVN.txt
[2025-12-04T20:31:23.140332] [INFO ] [sig       ] [419/3547] Completed BHVN in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:23.140367] [INFO ] [sig       ] [420/3547] Forecasting BIAF...
[2025-12-04T20:31:23.140394] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-04T20:31:23.140421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-04T20:31:23.153038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-04T20:31:23.153511] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-04T20:31:23.154355] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-04T20:31:23.154408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:23.154438] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:23.154466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:23.154522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:23.213119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:23.214065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:23.214156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:23.214190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:23.327990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:23.328155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:23.328195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:23.328224] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:23.332063] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-04T20:31:23.332350] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-04T20:31:23.332487] [INFO ] [sig       ] BIAF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:23.472978] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BIAF.txt
[2025-12-04T20:31:23.473157] [INFO ] [sig       ] [420/3547] Completed BIAF in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:23.473202] [INFO ] [sig       ] [421/3547] Forecasting BIB...
[2025-12-04T20:31:23.473232] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-04T20:31:23.473261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-04T20:31:23.485868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-04T20:31:23.486229] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-04T20:31:23.487022] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-04T20:31:23.487072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:23.487102] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:23.487127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:23.487181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:23.543638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:23.544275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:23.544357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:23.544388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:23.652109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:23.652242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:23.652279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:23.652308] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:23.655665] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-04T20:31:23.655943] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-04T20:31:23.656069] [INFO ] [sig       ] BIB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:23.795952] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BIB.txt
[2025-12-04T20:31:23.796094] [INFO ] [sig       ] [421/3547] Completed BIB in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:23.796131] [INFO ] [sig       ] [422/3547] Forecasting BIIB...
[2025-12-04T20:31:23.796158] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-04T20:31:23.796187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-04T20:31:23.807440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-04T20:31:23.807741] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-04T20:31:23.808564] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-04T20:31:23.808639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:23.808672] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:23.808699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:23.808756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:23.870952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:23.871701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:23.871786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:23.871818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:23.996637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:23.996777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:23.996817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:23.996845] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:24.000253] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-04T20:31:24.000538] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-04T20:31:24.000712] [INFO ] [sig       ] BIIB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:24.139946] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BIIB.txt
[2025-12-04T20:31:24.140077] [INFO ] [sig       ] [422/3547] Completed BIIB in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:24.140114] [INFO ] [sig       ] [423/3547] Forecasting BILI...
[2025-12-04T20:31:24.140142] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-04T20:31:24.140172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-04T20:31:24.151219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-04T20:31:24.151517] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-04T20:31:24.152302] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-04T20:31:24.152362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:24.152393] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:24.152418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:24.152472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:24.209898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:24.210525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:24.210640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:24.210680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:24.334513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:24.334675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:24.334715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:24.334743] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:24.338164] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-12-04T20:31:24.338462] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-04T20:31:24.338615] [INFO ] [sig       ] BILI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:24.476832] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BILI.txt
[2025-12-04T20:31:24.476953] [INFO ] [sig       ] [423/3547] Completed BILI in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:24.476990] [INFO ] [sig       ] [424/3547] Forecasting BILL...
[2025-12-04T20:31:24.477019] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-04T20:31:24.477049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-04T20:31:24.491064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-04T20:31:24.491525] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-04T20:31:24.492660] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-04T20:31:24.492725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:24.492763] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:24.492796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:24.492873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:24.558591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:24.559522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:24.559659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:24.559700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:24.682915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:24.683064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:24.683103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:24.683131] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:24.686445] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-12-04T20:31:24.686725] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-04T20:31:24.686850] [INFO ] [sig       ] BILL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:24.827067] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BILL.txt
[2025-12-04T20:31:24.827301] [INFO ] [sig       ] [424/3547] Completed BILL in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:24.827343] [INFO ] [sig       ] [425/3547] Forecasting BIO...
[2025-12-04T20:31:24.827371] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-04T20:31:24.827403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-04T20:31:24.840925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-04T20:31:24.841482] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-04T20:31:24.842421] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-04T20:31:24.842482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:24.842554] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:24.842608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:24.842669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:24.900182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:24.901373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:24.901472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:24.901504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:25.022640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:25.022865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:25.022908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:25.022937] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:25.026754] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2025-12-04T20:31:25.027063] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-04T20:31:25.027197] [INFO ] [sig       ] BIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:25.166120] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BIO.txt
[2025-12-04T20:31:25.166302] [INFO ] [sig       ] [425/3547] Completed BIO in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:25.166344] [INFO ] [sig       ] [426/3547] Forecasting BIOX...
[2025-12-04T20:31:25.166374] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-04T20:31:25.166407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-04T20:31:25.178948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-04T20:31:25.179399] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-04T20:31:25.180321] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-04T20:31:25.180375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:25.180408] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:25.180434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:25.180491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:25.236999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:25.238030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:25.238129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:25.238161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:25.361384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:25.361643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:25.361691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:25.361719] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:25.365455] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=38.40%)
[2025-12-04T20:31:25.365779] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-04T20:31:25.365916] [INFO ] [sig       ] BIOX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:25.504188] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BIOX.txt
[2025-12-04T20:31:25.504381] [INFO ] [sig       ] [426/3547] Completed BIOX in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:25.504431] [INFO ] [sig       ] [427/3547] Forecasting BIP...
[2025-12-04T20:31:25.504462] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-04T20:31:25.504494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-04T20:31:25.517433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-04T20:31:25.517967] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-04T20:31:25.518984] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-04T20:31:25.519037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:25.519070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:25.519097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:25.519157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:25.576976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:25.578167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:25.578271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:25.578321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:25.703691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:25.703925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:25.703972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:25.704002] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:25.708075] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=62.69%)
[2025-12-04T20:31:25.708438] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-04T20:31:25.708611] [INFO ] [sig       ] BIP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:25.850188] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BIP.txt
[2025-12-04T20:31:25.850385] [INFO ] [sig       ] [427/3547] Completed BIP in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-04T20:31:25.850428] [INFO ] [sig       ] [428/3547] Forecasting BIPH...
[2025-12-04T20:31:25.850457] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-04T20:31:25.850491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-04T20:31:25.863512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-04T20:31:25.863940] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-04T20:31:25.864766] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-04T20:31:25.864816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:25.864846] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:25.864870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:25.864925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:25.920027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:25.920656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:25.920734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:25.920764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:26.025621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:26.025728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:26.025763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:26.025822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:26.029023] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=99.68%)
[2025-12-04T20:31:26.029300] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-04T20:31:26.029427] [INFO ] [sig       ] BIPH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:26.171423] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BIPH.txt
[2025-12-04T20:31:26.171781] [INFO ] [sig       ] [428/3547] Completed BIPH in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 17.8m
[2025-12-04T20:31:26.171852] [INFO ] [sig       ] [429/3547] Forecasting BIPI...
[2025-12-04T20:31:26.171922] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-04T20:31:26.171974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-04T20:31:26.188436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-04T20:31:26.189072] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-04T20:31:26.190055] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-04T20:31:26.190111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:26.190144] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:26.190171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:26.190231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:26.247431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:26.248687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:26.248791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:26.248824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:26.358922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:26.359167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:26.359211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:26.359239] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:26.363331] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-12-04T20:31:26.363759] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-04T20:31:26.363918] [INFO ] [sig       ] BIPI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:26.506816] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BIPI.txt
[2025-12-04T20:31:26.507020] [INFO ] [sig       ] [429/3547] Completed BIPI in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:26.507062] [INFO ] [sig       ] [430/3547] Forecasting BIRD...
[2025-12-04T20:31:26.507091] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-04T20:31:26.507124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-04T20:31:26.520530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-04T20:31:26.521060] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-04T20:31:26.521956] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-04T20:31:26.522007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:26.522039] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:26.522064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:26.522121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:26.579248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:26.580251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:26.580347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:26.580378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:26.705233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:26.705405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:26.705466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:26.705496] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:26.709139] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-04T20:31:26.709429] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-04T20:31:26.709562] [INFO ] [sig       ] BIRD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:26.846112] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BIRD.txt
[2025-12-04T20:31:26.846253] [INFO ] [sig       ] [430/3547] Completed BIRD in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:26.846291] [INFO ] [sig       ] [431/3547] Forecasting BIRK...
[2025-12-04T20:31:26.846317] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-04T20:31:26.846346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-04T20:31:26.858000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-04T20:31:26.858273] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-04T20:31:26.859106] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-04T20:31:26.859155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:26.859185] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:26.859210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:26.859263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:26.915366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:26.916166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:26.916248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:26.916279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:27.037899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:27.038078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:27.038119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:27.038146] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:27.041719] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=97.28%)
[2025-12-04T20:31:27.041987] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-04T20:31:27.042111] [INFO ] [sig       ] BIRK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:27.179678] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BIRK.txt
[2025-12-04T20:31:27.179823] [INFO ] [sig       ] [431/3547] Completed BIRK in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:27.179861] [INFO ] [sig       ] [432/3547] Forecasting BITF...
[2025-12-04T20:31:27.179890] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-04T20:31:27.179917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-04T20:31:27.191249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-04T20:31:27.191544] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-04T20:31:27.192327] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-04T20:31:27.192377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:27.192408] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:27.192433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:27.192487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:27.248773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:27.249556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:27.249653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:27.249684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:27.370899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:27.371061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:27.371101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:27.371136] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:27.374707] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=50.60%)
[2025-12-04T20:31:27.375024] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-04T20:31:27.375163] [INFO ] [sig       ] BITF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:27.516089] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BITF.txt
[2025-12-04T20:31:27.516227] [INFO ] [sig       ] [432/3547] Completed BITF in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:27.516264] [INFO ] [sig       ] [433/3547] Forecasting BIVI...
[2025-12-04T20:31:27.516292] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-04T20:31:27.516321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-04T20:31:27.528090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-04T20:31:27.528410] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-04T20:31:27.529205] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-04T20:31:27.529256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:27.529287] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:27.529313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:27.529367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:27.586623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:27.587271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:27.587350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:27.587382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:27.710955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:27.711103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:27.711143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:27.711170] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:27.714480] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-04T20:31:27.714763] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-04T20:31:27.714903] [INFO ] [sig       ] BIVI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:27.852840] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BIVI.txt
[2025-12-04T20:31:27.852988] [INFO ] [sig       ] [433/3547] Completed BIVI in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:27.853025] [INFO ] [sig       ] [434/3547] Forecasting BJ...
[2025-12-04T20:31:27.853053] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-04T20:31:27.853083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-04T20:31:27.865187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-04T20:31:27.865530] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-04T20:31:27.866317] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-04T20:31:27.866367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:27.866409] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:27.866435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:27.866490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:27.922200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:27.922871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:27.922950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:27.922980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:28.043735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:28.043892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:28.043932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:28.043959] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:28.047328] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-04T20:31:28.047623] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-04T20:31:28.047774] [INFO ] [sig       ] BJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:28.183048] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BJ.txt
[2025-12-04T20:31:28.183181] [INFO ] [sig       ] [434/3547] Completed BJ in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:28.183218] [INFO ] [sig       ] [435/3547] Forecasting BJDX...
[2025-12-04T20:31:28.183244] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-04T20:31:28.183274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-04T20:31:28.194318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-04T20:31:28.194654] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-04T20:31:28.195400] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-04T20:31:28.195450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:28.195479] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:28.195504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:28.195559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:28.251098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:28.251829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:28.251937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:28.251969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:28.373739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:28.373897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:28.373953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:28.373985] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:28.377522] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-12-04T20:31:28.377826] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-04T20:31:28.377956] [INFO ] [sig       ] BJDX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:28.515731] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BJDX.txt
[2025-12-04T20:31:28.515869] [INFO ] [sig       ] [435/3547] Completed BJDX in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:28.515906] [INFO ] [sig       ] [436/3547] Forecasting BJRI...
[2025-12-04T20:31:28.515935] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-04T20:31:28.515963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-04T20:31:28.526891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-04T20:31:28.527214] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-04T20:31:28.528029] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-04T20:31:28.528078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:28.528108] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:28.528132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:28.528191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:28.583857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:28.584477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:28.584556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:28.584605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:28.705397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:28.705559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:28.705619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:28.705647] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:28.709031] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=35.24%)
[2025-12-04T20:31:28.709297] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-04T20:31:28.709422] [INFO ] [sig       ] BJRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:28.845619] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BJRI.txt
[2025-12-04T20:31:28.845756] [INFO ] [sig       ] [436/3547] Completed BJRI in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:28.845794] [INFO ] [sig       ] [437/3547] Forecasting BK...
[2025-12-04T20:31:28.845821] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-04T20:31:28.845850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-04T20:31:28.857691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-04T20:31:28.858019] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-04T20:31:28.858884] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-04T20:31:28.858943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:28.858976] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:28.859000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:28.859055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:28.915912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:28.916612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:28.916691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:28.916724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:29.039243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:29.039373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:29.039412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:29.039441] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:29.042989] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=30.31%)
[2025-12-04T20:31:29.043267] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-04T20:31:29.043393] [INFO ] [sig       ] BK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:29.181440] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BK.txt
[2025-12-04T20:31:29.181591] [INFO ] [sig       ] [437/3547] Completed BK in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:29.181631] [INFO ] [sig       ] [438/3547] Forecasting BKCH...
[2025-12-04T20:31:29.181665] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-04T20:31:29.181696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-04T20:31:29.193630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-04T20:31:29.193928] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-04T20:31:29.194741] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-04T20:31:29.194801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:29.194840] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:29.194868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:29.194923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:29.256937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:29.257781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:29.257874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:29.257911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:29.382474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:29.382643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:29.382682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:29.382708] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:29.386023] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-04T20:31:29.386286] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-04T20:31:29.386408] [INFO ] [sig       ] BKCH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:29.522141] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BKCH.txt
[2025-12-04T20:31:29.522306] [INFO ] [sig       ] [438/3547] Completed BKCH in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:29.522344] [INFO ] [sig       ] [439/3547] Forecasting BKD...
[2025-12-04T20:31:29.522371] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-04T20:31:29.522400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-04T20:31:29.533633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-04T20:31:29.533917] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-04T20:31:29.534698] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-04T20:31:29.534758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:29.534794] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:29.534826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:29.534886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:29.590947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:29.591637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:29.591716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:29.591747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:29.721606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:29.721776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:29.721823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:29.721857] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:29.725375] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-04T20:31:29.725699] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-04T20:31:29.725832] [INFO ] [sig       ] BKD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:29.863071] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BKD.txt
[2025-12-04T20:31:29.863200] [INFO ] [sig       ] [439/3547] Completed BKD in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:29.863237] [INFO ] [sig       ] [440/3547] Forecasting BKE...
[2025-12-04T20:31:29.863264] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-04T20:31:29.863294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-04T20:31:29.878155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-04T20:31:29.878785] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-04T20:31:29.879763] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-04T20:31:29.879819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:29.879852] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:29.879879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:29.879938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:29.937290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:29.938428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:29.938527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:29.938558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:30.068849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:30.069066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:30.069109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:30.069137] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:30.072813] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-12-04T20:31:30.073105] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-04T20:31:30.073236] [INFO ] [sig       ] BKE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:30.214968] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BKE.txt
[2025-12-04T20:31:30.215159] [INFO ] [sig       ] [440/3547] Completed BKE in 0.4s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:30.215199] [INFO ] [sig       ] [441/3547] Forecasting BKH...
[2025-12-04T20:31:30.215227] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-04T20:31:30.215259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-04T20:31:30.227969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-04T20:31:30.228390] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-04T20:31:30.229267] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-04T20:31:30.229318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:30.229349] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:30.229374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:30.229428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:30.288081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:30.289084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:30.289178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:30.289211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:30.412052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:30.412214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:30.412256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:30.412303] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:30.415900] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-12-04T20:31:30.416182] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-04T20:31:30.416335] [INFO ] [sig       ] BKH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:30.559083] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BKH.txt
[2025-12-04T20:31:30.559221] [INFO ] [sig       ] [441/3547] Completed BKH in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:30.559258] [INFO ] [sig       ] [442/3547] Forecasting BKNG...
[2025-12-04T20:31:30.559285] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-04T20:31:30.559314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-04T20:31:30.570706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-04T20:31:30.571014] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-04T20:31:30.571828] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-04T20:31:30.571880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:30.571940] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:30.571969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:30.572027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:30.631597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:30.632361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:30.632460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:30.632505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:30.756906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:30.757052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:30.757093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:30.757120] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:30.760752] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-12-04T20:31:30.761036] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-04T20:31:30.761168] [INFO ] [sig       ] BKNG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:30.905512] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BKNG.txt
[2025-12-04T20:31:30.905704] [INFO ] [sig       ] [442/3547] Completed BKNG in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:30.905745] [INFO ] [sig       ] [443/3547] Forecasting BL...
[2025-12-04T20:31:30.905773] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-04T20:31:30.905803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-04T20:31:30.917424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-04T20:31:30.917784] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-04T20:31:30.918603] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-04T20:31:30.918653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:30.918683] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:30.918708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:30.918762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:30.973655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:30.974274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:30.974351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:30.974381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:31.096453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:31.096651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:31.096694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:31.096721] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:31.100087] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=34.52%)
[2025-12-04T20:31:31.100360] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-04T20:31:31.100489] [INFO ] [sig       ] BL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:31.235455] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BL.txt
[2025-12-04T20:31:31.235613] [INFO ] [sig       ] [443/3547] Completed BL in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-04T20:31:31.235652] [INFO ] [sig       ] [444/3547] Forecasting BLBD...
[2025-12-04T20:31:31.235679] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-04T20:31:31.235709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-04T20:31:31.247805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-04T20:31:31.248151] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-04T20:31:31.249039] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-04T20:31:31.249089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:31.249120] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:31.249145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:31.249204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:31.304400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:31.305043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:31.305122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:31.305152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:31.427044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:31.427165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:31.427204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:31.427229] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:31.430606] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-04T20:31:31.430877] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-04T20:31:31.431003] [INFO ] [sig       ] BLBD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:31.566457] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BLBD.txt
[2025-12-04T20:31:31.566593] [INFO ] [sig       ] [444/3547] Completed BLBD in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.7m
[2025-12-04T20:31:31.566632] [INFO ] [sig       ] [445/3547] Forecasting BLCN...
[2025-12-04T20:31:31.566662] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-04T20:31:31.566691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-04T20:31:31.578409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-04T20:31:31.578758] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-04T20:31:31.579510] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-04T20:31:31.579559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:31.579608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:31.579634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:31.579705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:31.635747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:31.636511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:31.636607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:31.636649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:31.745332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:31.745493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:31.745533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:31.745611] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:31.749236] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-04T20:31:31.749526] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-04T20:31:31.749687] [INFO ] [sig       ] BLCN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:31.890829] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLCN.txt
[2025-12-04T20:31:31.890959] [INFO ] [sig       ] [445/3547] Completed BLCN in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 17.7m
[2025-12-04T20:31:31.890996] [INFO ] [sig       ] [446/3547] Forecasting BLCO...
[2025-12-04T20:31:31.891023] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-04T20:31:31.891053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-04T20:31:31.903463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-04T20:31:31.903816] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-04T20:31:31.904740] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-04T20:31:31.904805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:31.904843] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:31.904873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:31.904933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:31.964186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:31.964907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:31.964990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:31.965022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:32.091437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:32.091636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:32.091686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:32.091720] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:32.095290] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-04T20:31:32.095566] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-04T20:31:32.095726] [INFO ] [sig       ] BLCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:32.234642] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLCO.txt
[2025-12-04T20:31:32.234774] [INFO ] [sig       ] [446/3547] Completed BLCO in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:32.234810] [INFO ] [sig       ] [447/3547] Forecasting BLD...
[2025-12-04T20:31:32.234838] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-04T20:31:32.234865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-04T20:31:32.246920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-04T20:31:32.247256] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-04T20:31:32.248051] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-04T20:31:32.248112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:32.248143] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:32.248169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:32.248223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:32.305762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:32.306475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:32.306558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:32.306610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:32.424812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:32.424975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:32.425017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:32.425046] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:32.428545] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-04T20:31:32.428833] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-04T20:31:32.428961] [INFO ] [sig       ] BLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:32.567874] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BLD.txt
[2025-12-04T20:31:32.567991] [INFO ] [sig       ] [447/3547] Completed BLD in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:32.568026] [INFO ] [sig       ] [448/3547] Forecasting BLDP...
[2025-12-04T20:31:32.568054] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-04T20:31:32.568083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-04T20:31:32.579316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-04T20:31:32.579614] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-04T20:31:32.580363] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-04T20:31:32.580413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:32.580442] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:32.580466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:32.580519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:32.638545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:32.639186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:32.639264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:32.639295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:32.761325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:32.761483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:32.761524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:32.761553] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:32.765089] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-04T20:31:32.765358] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-04T20:31:32.765486] [INFO ] [sig       ] BLDP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:32.904151] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BLDP.txt
[2025-12-04T20:31:32.904290] [INFO ] [sig       ] [448/3547] Completed BLDP in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:32.904327] [INFO ] [sig       ] [449/3547] Forecasting BLE...
[2025-12-04T20:31:32.904356] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-04T20:31:32.904384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-04T20:31:32.916020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-04T20:31:32.916306] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-04T20:31:32.917062] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-04T20:31:32.917110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:32.917141] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:32.917166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:32.917220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:32.977664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:32.978545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:32.978646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:32.978680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:33.095151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:33.095291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:33.095332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:33.095361] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:33.098771] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-04T20:31:33.099043] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-04T20:31:33.099167] [INFO ] [sig       ] BLE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:33.240188] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLE.txt
[2025-12-04T20:31:33.240306] [INFO ] [sig       ] [449/3547] Completed BLE in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:33.240344] [INFO ] [sig       ] [450/3547] Forecasting BLFS...
[2025-12-04T20:31:33.240372] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-04T20:31:33.240400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-04T20:31:33.251914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-04T20:31:33.252212] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-04T20:31:33.253002] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-04T20:31:33.253055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:33.253087] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:33.253115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:33.253173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:33.311256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:33.311951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:33.312032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:33.312066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:33.430647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:33.430806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:33.430852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:33.430885] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:33.434417] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-04T20:31:33.434716] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-04T20:31:33.434846] [INFO ] [sig       ] BLFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:33.594024] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BLFS.txt
[2025-12-04T20:31:33.594195] [INFO ] [sig       ] [450/3547] Completed BLFS in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:33.594235] [INFO ] [sig       ] [451/3547] Forecasting BLFY...
[2025-12-04T20:31:33.594263] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-04T20:31:33.594292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-04T20:31:33.606617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-04T20:31:33.607020] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-04T20:31:33.607841] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-04T20:31:33.607893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:33.607924] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:33.607950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:33.608006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:33.665518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:33.666364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:33.666446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:33.666478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:33.792075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:33.792228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:33.792269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:33.792297] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:33.795734] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2025-12-04T20:31:33.796006] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-04T20:31:33.796130] [INFO ] [sig       ] BLFY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:33.937178] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLFY.txt
[2025-12-04T20:31:33.937304] [INFO ] [sig       ] [451/3547] Completed BLFY in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:33.937341] [INFO ] [sig       ] [452/3547] Forecasting BLK...
[2025-12-04T20:31:33.937369] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-04T20:31:33.937397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-04T20:31:33.949688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-04T20:31:33.950017] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-04T20:31:33.950810] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-04T20:31:33.950861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:33.950890] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:33.950915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:33.950968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:34.006255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:34.006867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:34.006971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:34.007002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:34.130613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:34.130724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:34.130763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:34.130789] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:34.134141] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-04T20:31:34.134420] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-04T20:31:34.134542] [INFO ] [sig       ] BLK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:34.271438] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLK.txt
[2025-12-04T20:31:34.271556] [INFO ] [sig       ] [452/3547] Completed BLK in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:34.271612] [INFO ] [sig       ] [453/3547] Forecasting BLKB...
[2025-12-04T20:31:34.271642] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-04T20:31:34.271670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-04T20:31:34.282724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-04T20:31:34.283037] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-04T20:31:34.283837] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-04T20:31:34.283886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:34.283916] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:34.283941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:34.283995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:34.341191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:34.341819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:34.341898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:34.341927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:34.458033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:34.458140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:34.458181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:34.458208] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:34.461622] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-04T20:31:34.461895] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-04T20:31:34.462020] [INFO ] [sig       ] BLKB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:34.598410] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLKB.txt
[2025-12-04T20:31:34.598531] [INFO ] [sig       ] [453/3547] Completed BLKB in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:34.598584] [INFO ] [sig       ] [454/3547] Forecasting BLMN...
[2025-12-04T20:31:34.598615] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-04T20:31:34.598642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-04T20:31:34.609826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-04T20:31:34.610136] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-04T20:31:34.610952] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-04T20:31:34.611005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:34.611038] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:34.611064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:34.611119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:34.668022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:34.668707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:34.668786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:34.668817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:34.786174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:34.786310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:34.786371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:34.786399] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:34.789694] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=67.02%)
[2025-12-04T20:31:34.789957] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-04T20:31:34.790081] [INFO ] [sig       ] BLMN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:34.927530] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLMN.txt
[2025-12-04T20:31:34.927667] [INFO ] [sig       ] [454/3547] Completed BLMN in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:34.927705] [INFO ] [sig       ] [455/3547] Forecasting BLND...
[2025-12-04T20:31:34.927733] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-04T20:31:34.927760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-04T20:31:34.938792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-04T20:31:34.939107] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-04T20:31:34.939949] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-04T20:31:34.939999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:34.940030] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:34.940055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:34.940123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:35.000415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:35.001098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:35.001176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:35.001206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:35.121638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:35.121775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:35.121815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:35.121846] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:35.125086] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-04T20:31:35.125349] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-04T20:31:35.125470] [INFO ] [sig       ] BLND: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:35.260611] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLND.txt
[2025-12-04T20:31:35.260761] [INFO ] [sig       ] [455/3547] Completed BLND in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:35.260799] [INFO ] [sig       ] [456/3547] Forecasting BLNK...
[2025-12-04T20:31:35.260828] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-12-04T20:31:35.260857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-12-04T20:31:35.271734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-12-04T20:31:35.272034] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-12-04T20:31:35.272808] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-12-04T20:31:35.272857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:35.272887] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:35.272912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:35.272967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:35.327820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:35.328450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:35.328533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:35.328563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:35.449706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:35.449834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:35.449871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:35.449897] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:35.453480] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-04T20:31:35.453760] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-12-04T20:31:35.453888] [INFO ] [sig       ] BLNK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:35.589817] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLNK.txt
[2025-12-04T20:31:35.589930] [INFO ] [sig       ] [456/3547] Completed BLNK in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:35.589966] [INFO ] [sig       ] [457/3547] Forecasting BLRX...
[2025-12-04T20:31:35.589994] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-04T20:31:35.590022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-04T20:31:35.601231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-04T20:31:35.601517] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-04T20:31:35.602289] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-04T20:31:35.602338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:35.602368] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:35.602393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:35.602447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:35.657560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:35.658187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:35.658262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:35.658318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:35.775697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:35.775845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:35.775883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:35.775911] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:35.779215] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-12-04T20:31:35.779476] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-04T20:31:35.779617] [INFO ] [sig       ] BLRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:35.915439] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLRX.txt
[2025-12-04T20:31:35.915560] [INFO ] [sig       ] [457/3547] Completed BLRX in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:35.915614] [INFO ] [sig       ] [458/3547] Forecasting BLTE...
[2025-12-04T20:31:35.915644] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-04T20:31:35.915673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-04T20:31:35.927284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-04T20:31:35.927642] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-04T20:31:35.928427] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-04T20:31:35.928477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:35.928519] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:35.928545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:35.928620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:35.983703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:35.984337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:35.984412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:35.984443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:36.099061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:36.099168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:36.099206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:36.099233] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:36.102419] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=42.09%)
[2025-12-04T20:31:36.102695] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-04T20:31:36.102817] [INFO ] [sig       ] BLTE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:36.237697] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BLTE.txt
[2025-12-04T20:31:36.237804] [INFO ] [sig       ] [458/3547] Completed BLTE in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-04T20:31:36.237839] [INFO ] [sig       ] [459/3547] Forecasting BLX...
[2025-12-04T20:31:36.237866] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-04T20:31:36.237894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-04T20:31:36.248804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-04T20:31:36.249093] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-04T20:31:36.249857] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-04T20:31:36.249907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:36.249964] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:36.249991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:36.250045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:36.306284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:36.306884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:36.306959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:36.306989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:36.426114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:36.426217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:36.426252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:36.426278] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:36.429462] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-04T20:31:36.429741] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-04T20:31:36.429882] [INFO ] [sig       ] BLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:36.565755] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLX.txt
[2025-12-04T20:31:36.565861] [INFO ] [sig       ] [459/3547] Completed BLX in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.6m
[2025-12-04T20:31:36.565898] [INFO ] [sig       ] [460/3547] Forecasting BLZE...
[2025-12-04T20:31:36.565925] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-04T20:31:36.565953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-04T20:31:36.579848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-04T20:31:36.580128] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-04T20:31:36.580903] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-04T20:31:36.580953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:36.580983] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:36.581007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:36.581062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:36.636602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:36.637187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:36.637260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:36.637290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:36.758381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:36.758524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:36.758564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:36.758609] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:36.761866] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=62.89%)
[2025-12-04T20:31:36.762132] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-04T20:31:36.762256] [INFO ] [sig       ] BLZE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:36.897591] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BLZE.txt
[2025-12-04T20:31:36.897726] [INFO ] [sig       ] [460/3547] Completed BLZE in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.6m
[2025-12-04T20:31:36.897763] [INFO ] [sig       ] [461/3547] Forecasting BMA...
[2025-12-04T20:31:36.897791] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-04T20:31:36.897826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-04T20:31:36.908759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-04T20:31:36.909050] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-04T20:31:36.909815] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-04T20:31:36.909865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:36.909896] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:36.909922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:36.909976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:36.965541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:36.966234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:36.966311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:36.966341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:37.082135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:37.082292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:37.082330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:37.082357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:37.085714] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=47.46%)
[2025-12-04T20:31:37.085987] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-04T20:31:37.086113] [INFO ] [sig       ] BMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:37.227373] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BMA.txt
[2025-12-04T20:31:37.227613] [INFO ] [sig       ] [461/3547] Completed BMA in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.6m
[2025-12-04T20:31:37.227665] [INFO ] [sig       ] [462/3547] Forecasting BMBL...
[2025-12-04T20:31:37.227699] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-04T20:31:37.227733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-04T20:31:37.240690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-04T20:31:37.241198] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-04T20:31:37.242153] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-04T20:31:37.242208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:37.242242] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:37.242268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:37.242328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:37.299975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:37.301148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:37.301252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:37.301283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:37.426636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:37.426865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:37.426911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:37.426989] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:37.430987] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-04T20:31:37.431305] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-04T20:31:37.431451] [INFO ] [sig       ] BMBL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:37.580673] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BMBL.txt
[2025-12-04T20:31:37.580890] [INFO ] [sig       ] [462/3547] Completed BMBL in 0.4s | 2.92 sym/s | Total: 2.6m | ETA: 17.6m
[2025-12-04T20:31:37.580937] [INFO ] [sig       ] [463/3547] Forecasting BME...
[2025-12-04T20:31:37.580967] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-04T20:31:37.581000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-04T20:31:37.594183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-04T20:31:37.594750] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-04T20:31:37.595687] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-04T20:31:37.595740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:37.595773] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:37.595799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:37.595857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:37.654529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:37.655697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:37.655836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:37.655874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:37.782197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:37.782419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:37.782461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:37.782489] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:37.786305] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-04T20:31:37.786639] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-04T20:31:37.786805] [INFO ] [sig       ] BME: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:37.928359] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BME.txt
[2025-12-04T20:31:37.928589] [INFO ] [sig       ] [463/3547] Completed BME in 0.3s | 2.92 sym/s | Total: 2.6m | ETA: 17.6m
[2025-12-04T20:31:37.928633] [INFO ] [sig       ] [464/3547] Forecasting BMEZ...
[2025-12-04T20:31:37.928661] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-04T20:31:37.928693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-04T20:31:37.941268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-04T20:31:37.941698] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-04T20:31:37.942539] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-04T20:31:37.942618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:37.942655] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:37.942683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:37.942740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:37.998433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:37.999202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:37.999285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:37.999316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:38.117825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:38.117984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:38.118025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:38.118054] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:38.121445] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-04T20:31:38.121739] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-04T20:31:38.121864] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:38.265006] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BMEZ.txt
[2025-12-04T20:31:38.265144] [INFO ] [sig       ] [464/3547] Completed BMEZ in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:38.265181] [INFO ] [sig       ] [465/3547] Forecasting BMI...
[2025-12-04T20:31:38.265209] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-04T20:31:38.265241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-04T20:31:38.277165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-04T20:31:38.277543] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-04T20:31:38.278367] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-04T20:31:38.278418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:38.278447] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:38.278472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:38.278525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:38.335037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:38.335910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:38.336008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:38.336045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:38.456163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:38.456330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:38.456372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:38.456420] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:38.460157] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-12-04T20:31:38.460504] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-04T20:31:38.460674] [INFO ] [sig       ] BMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:38.599430] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BMI.txt
[2025-12-04T20:31:38.599610] [INFO ] [sig       ] [465/3547] Completed BMI in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:38.599650] [INFO ] [sig       ] [466/3547] Forecasting BMO...
[2025-12-04T20:31:38.599679] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-04T20:31:38.599706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-04T20:31:38.611074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-04T20:31:38.611426] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-04T20:31:38.612220] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-04T20:31:38.612270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:38.612301] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:38.612326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:38.612381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:38.668451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:38.669337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:38.669418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:38.669448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:38.793586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:38.793740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:38.793778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:38.793805] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:38.797114] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-12-04T20:31:38.797384] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-04T20:31:38.797511] [INFO ] [sig       ] BMO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:38.934813] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BMO.txt
[2025-12-04T20:31:38.934944] [INFO ] [sig       ] [466/3547] Completed BMO in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:38.934980] [INFO ] [sig       ] [467/3547] Forecasting BMRA...
[2025-12-04T20:31:38.935008] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-04T20:31:38.935037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-04T20:31:38.945641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-04T20:31:38.945935] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-04T20:31:38.946710] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-04T20:31:38.946759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:38.946789] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:38.946814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:38.946868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:39.002702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:39.003349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:39.003425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:39.003468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:39.121457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:39.121597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:39.121637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:39.121665] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:39.125026] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-04T20:31:39.125293] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-04T20:31:39.125414] [INFO ] [sig       ] BMRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:39.261952] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BMRA.txt
[2025-12-04T20:31:39.262091] [INFO ] [sig       ] [467/3547] Completed BMRA in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:39.262127] [INFO ] [sig       ] [468/3547] Forecasting BMRC...
[2025-12-04T20:31:39.262155] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-04T20:31:39.262185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-04T20:31:39.273053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-04T20:31:39.273342] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-04T20:31:39.274115] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-04T20:31:39.274164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:39.274193] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:39.274218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:39.274272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:39.330083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:39.330925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:39.331007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:39.331038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:39.451496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:39.451660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:39.451700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:39.451726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:39.455033] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-04T20:31:39.455300] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-04T20:31:39.455423] [INFO ] [sig       ] BMRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:39.591291] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BMRC.txt
[2025-12-04T20:31:39.591418] [INFO ] [sig       ] [468/3547] Completed BMRC in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:39.591455] [INFO ] [sig       ] [469/3547] Forecasting BMRN...
[2025-12-04T20:31:39.591484] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-04T20:31:39.591513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-04T20:31:39.602042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-04T20:31:39.602312] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-04T20:31:39.603092] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-04T20:31:39.603141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:39.603171] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:39.603207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:39.603262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:39.659026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:39.659635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:39.659737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:39.659767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:39.772351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:39.772511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:39.772559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:39.772604] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:39.775940] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2025-12-04T20:31:39.776204] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-04T20:31:39.776325] [INFO ] [sig       ] BMRN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:39.911203] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BMRN.txt
[2025-12-04T20:31:39.911326] [INFO ] [sig       ] [469/3547] Completed BMRN in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:39.911363] [INFO ] [sig       ] [470/3547] Forecasting BMY...
[2025-12-04T20:31:39.911393] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-04T20:31:39.911421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-04T20:31:39.922293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-04T20:31:39.922606] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-04T20:31:39.923360] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-04T20:31:39.923410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:39.923440] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:39.923465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:39.923519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:39.978835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:39.979461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:39.979536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:39.979566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:40.097895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:40.098040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:40.098078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:40.098105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:40.101420] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-04T20:31:40.101704] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-04T20:31:40.101827] [INFO ] [sig       ] BMY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:40.237513] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BMY.txt
[2025-12-04T20:31:40.237664] [INFO ] [sig       ] [470/3547] Completed BMY in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:40.237702] [INFO ] [sig       ] [471/3547] Forecasting BN...
[2025-12-04T20:31:40.237731] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-04T20:31:40.237759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-04T20:31:40.251629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-04T20:31:40.252311] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-04T20:31:40.253455] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-04T20:31:40.253513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:40.253547] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:40.253597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:40.253660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:40.316031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:40.317387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:40.317501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:40.317535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:40.452511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:40.452762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:40.452809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:40.452837] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:40.457063] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=43.17%)
[2025-12-04T20:31:40.457440] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-04T20:31:40.457623] [INFO ] [sig       ] BN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:40.613310] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BN.txt
[2025-12-04T20:31:40.613587] [INFO ] [sig       ] [471/3547] Completed BN in 0.4s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:40.613634] [INFO ] [sig       ] [472/3547] Forecasting BND...
[2025-12-04T20:31:40.613666] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-04T20:31:40.613698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-04T20:31:40.627410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-04T20:31:40.627880] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-04T20:31:40.628736] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-04T20:31:40.628788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:40.628819] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:40.628843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:40.628897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:40.683988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:40.684980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:40.685068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:40.685100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:40.811337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:40.811486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:40.811526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:40.811555] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:40.814888] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-04T20:31:40.815156] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-04T20:31:40.815277] [INFO ] [sig       ] BND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:40.954109] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BND.txt
[2025-12-04T20:31:40.954287] [INFO ] [sig       ] [472/3547] Completed BND in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:40.954326] [INFO ] [sig       ] [473/3547] Forecasting BNDX...
[2025-12-04T20:31:40.954354] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-04T20:31:40.954383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-04T20:31:40.969263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-04T20:31:40.970027] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-04T20:31:40.971324] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-04T20:31:40.971391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:40.971437] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:40.971478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:40.971567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:41.041108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:41.042416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:41.042525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:41.042564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:41.169503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:41.169751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:41.169798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:41.169826] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:41.173920] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-04T20:31:41.174381] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-04T20:31:41.174558] [INFO ] [sig       ] BNDX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:41.329540] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BNDX.txt
[2025-12-04T20:31:41.329853] [INFO ] [sig       ] [473/3547] Completed BNDX in 0.4s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:41.329897] [INFO ] [sig       ] [474/3547] Forecasting BNED...
[2025-12-04T20:31:41.329928] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-04T20:31:41.329962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-04T20:31:41.343871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-04T20:31:41.344473] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-04T20:31:41.345551] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-04T20:31:41.345647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:41.345681] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:41.345715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:41.345785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:41.404789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:41.406057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:41.406172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:41.406205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:41.548233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:41.552073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:41.552151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:41.552194] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:41.557630] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-04T20:31:41.558036] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-04T20:31:41.558225] [INFO ] [sig       ] BNED: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:41.718623] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BNED.txt
[2025-12-04T20:31:41.718797] [INFO ] [sig       ] [474/3547] Completed BNED in 0.4s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:41.718836] [INFO ] [sig       ] [475/3547] Forecasting BNGO...
[2025-12-04T20:31:41.718866] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-04T20:31:41.718897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-04T20:31:41.730967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-04T20:31:41.731307] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-04T20:31:41.732099] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-04T20:31:41.732149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:41.732179] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:41.732204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:41.732258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:41.788411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:41.789157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:41.789236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:41.789267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:41.907287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:41.907440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:41.907487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:41.907524] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:41.911088] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2025-12-04T20:31:41.911371] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-04T20:31:41.911498] [INFO ] [sig       ] BNGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:42.048372] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNGO.txt
[2025-12-04T20:31:42.048503] [INFO ] [sig       ] [475/3547] Completed BNGO in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-04T20:31:42.048541] [INFO ] [sig       ] [476/3547] Forecasting BNH...
[2025-12-04T20:31:42.048587] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-04T20:31:42.048621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-04T20:31:42.061165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-04T20:31:42.061565] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-04T20:31:42.062378] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-04T20:31:42.062429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:42.062487] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:42.062514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:42.062569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:42.123128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:42.123985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:42.124072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:42.124105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:42.241157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:42.241316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:42.241357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:42.241384] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:42.244866] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-12-04T20:31:42.245155] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-04T20:31:42.245283] [INFO ] [sig       ] BNH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:42.412144] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNH.txt
[2025-12-04T20:31:42.412303] [INFO ] [sig       ] [476/3547] Completed BNH in 0.4s | 2.92 sym/s | Total: 2.7m | ETA: 17.5m
[2025-12-04T20:31:42.412344] [INFO ] [sig       ] [477/3547] Forecasting BNJ...
[2025-12-04T20:31:42.412400] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-04T20:31:42.412446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-04T20:31:42.425165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-04T20:31:42.425592] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-04T20:31:42.426429] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-04T20:31:42.426486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:42.426516] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:42.426544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:42.426617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:42.484536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:42.485278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:42.485356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:42.485387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:42.597853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:42.598004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:42.598047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:42.598073] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:42.601518] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=44.97%)
[2025-12-04T20:31:42.601807] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-04T20:31:42.601935] [INFO ] [sig       ] BNJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:42.739375] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNJ.txt
[2025-12-04T20:31:42.739509] [INFO ] [sig       ] [477/3547] Completed BNJ in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.5m
[2025-12-04T20:31:42.739546] [INFO ] [sig       ] [478/3547] Forecasting BNL...
[2025-12-04T20:31:42.739592] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-04T20:31:42.739625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-04T20:31:42.754929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-04T20:31:42.755268] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-04T20:31:42.756067] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-04T20:31:42.756117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:42.756147] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:42.756172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:42.756225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:42.812216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:42.812957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:42.813037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:42.813068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:42.935377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:42.935604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:42.935653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:42.935682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:42.939232] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-04T20:31:42.939519] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-04T20:31:42.939667] [INFO ] [sig       ] BNL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:43.078329] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNL.txt
[2025-12-04T20:31:43.078461] [INFO ] [sig       ] [478/3547] Completed BNL in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.5m
[2025-12-04T20:31:43.078499] [INFO ] [sig       ] [479/3547] Forecasting BNRG...
[2025-12-04T20:31:43.078528] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-04T20:31:43.078557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-04T20:31:43.090481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-04T20:31:43.090946] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-04T20:31:43.091989] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-04T20:31:43.092057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:43.092095] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:43.092131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:43.092207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:43.156711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:43.157612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:43.157696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:43.157728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:43.276721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:43.276874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:43.276911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:43.276971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:43.280396] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-04T20:31:43.280688] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-04T20:31:43.280812] [INFO ] [sig       ] BNRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:43.416193] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNRG.txt
[2025-12-04T20:31:43.416322] [INFO ] [sig       ] [479/3547] Completed BNRG in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.5m
[2025-12-04T20:31:43.416358] [INFO ] [sig       ] [480/3547] Forecasting BNS...
[2025-12-04T20:31:43.416385] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-04T20:31:43.416415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-04T20:31:43.428888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-04T20:31:43.429193] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-04T20:31:43.429964] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-04T20:31:43.430019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:43.430049] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:43.430074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:43.430128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:43.485624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:43.486382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:43.486463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:43.486493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:43.607427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:43.607605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:43.607647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:43.607674] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:43.611109] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-04T20:31:43.611383] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-04T20:31:43.611513] [INFO ] [sig       ] BNS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:43.752278] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BNS.txt
[2025-12-04T20:31:43.752409] [INFO ] [sig       ] [480/3547] Completed BNS in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.5m
[2025-12-04T20:31:43.752446] [INFO ] [sig       ] [481/3547] Forecasting BNTC...
[2025-12-04T20:31:43.752475] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-04T20:31:43.752503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-04T20:31:43.764723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-04T20:31:43.765073] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-04T20:31:43.765875] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-04T20:31:43.765925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:43.765954] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:43.765979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:43.766037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:43.821077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:43.821758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:43.821834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:43.821865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:43.941109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:43.941264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:43.941306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:43.941335] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:43.944952] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-12-04T20:31:43.945232] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-04T20:31:43.945361] [INFO ] [sig       ] BNTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:44.088102] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BNTC.txt
[2025-12-04T20:31:44.088253] [INFO ] [sig       ] [481/3547] Completed BNTC in 0.3s | 2.92 sym/s | Total: 2.7m | ETA: 17.5m
[2025-12-04T20:31:44.088315] [INFO ] [sig       ] [482/3547] Forecasting BNTX...
[2025-12-04T20:31:44.088353] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-04T20:31:44.088385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-04T20:31:44.100392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-04T20:31:44.100746] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-04T20:31:44.101508] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-04T20:31:44.101559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:44.101624] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:44.101651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:44.101705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:44.159710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:44.160478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:44.160560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:44.160611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:44.280549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:44.280724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:44.280764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:44.280792] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:44.284168] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-12-04T20:31:44.284439] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-04T20:31:44.284567] [INFO ] [sig       ] BNTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:44.423441] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNTX.txt
[2025-12-04T20:31:44.423610] [INFO ] [sig       ] [482/3547] Completed BNTX in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:44.423649] [INFO ] [sig       ] [483/3547] Forecasting BNY...
[2025-12-04T20:31:44.423676] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-04T20:31:44.423705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-04T20:31:44.434780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-04T20:31:44.435089] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-04T20:31:44.435910] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-04T20:31:44.435962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:44.435993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:44.436019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:44.436075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:44.496267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:44.497177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:44.497260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:44.497291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:44.617450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:44.617627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:44.617682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:44.617713] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:44.621385] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2025-12-04T20:31:44.621689] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-04T20:31:44.621816] [INFO ] [sig       ] BNY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:44.767724] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNY.txt
[2025-12-04T20:31:44.767857] [INFO ] [sig       ] [483/3547] Completed BNY in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:44.767894] [INFO ] [sig       ] [484/3547] Forecasting BNZI...
[2025-12-04T20:31:44.767921] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-04T20:31:44.767950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-04T20:31:44.779346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-04T20:31:44.779675] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-04T20:31:44.780446] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-04T20:31:44.780516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:44.780546] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:44.780588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:44.780646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:44.837496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:44.838215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:44.838319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:44.838359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:44.950852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:44.951002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:44.951042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:44.951073] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:44.954486] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=20.63%)
[2025-12-04T20:31:44.954772] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-04T20:31:44.954897] [INFO ] [sig       ] BNZI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:45.092999] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BNZI.txt
[2025-12-04T20:31:45.093147] [INFO ] [sig       ] [484/3547] Completed BNZI in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:45.093187] [INFO ] [sig       ] [485/3547] Forecasting BOC...
[2025-12-04T20:31:45.093216] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-04T20:31:45.093248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-04T20:31:45.104853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-04T20:31:45.105171] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-04T20:31:45.105959] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-04T20:31:45.106010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:45.106042] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:45.106070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:45.106130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:45.163395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:45.164129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:45.164211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:45.164244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:45.289062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:45.289221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:45.289263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:45.289293] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:45.292851] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-12-04T20:31:45.293136] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-04T20:31:45.293263] [INFO ] [sig       ] BOC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:45.431274] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOC.txt
[2025-12-04T20:31:45.431404] [INFO ] [sig       ] [485/3547] Completed BOC in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:45.431447] [INFO ] [sig       ] [486/3547] Forecasting BOE...
[2025-12-04T20:31:45.431475] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-04T20:31:45.431505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-04T20:31:45.442920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-04T20:31:45.443220] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-04T20:31:45.443995] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-04T20:31:45.444045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:45.444075] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:45.444102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:45.444156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:45.502029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:45.502833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:45.502946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:45.502979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:45.621743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:45.621890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:45.621934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:45.621962] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:45.625647] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-04T20:31:45.625922] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-04T20:31:45.626050] [INFO ] [sig       ] BOE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:45.763993] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOE.txt
[2025-12-04T20:31:45.764124] [INFO ] [sig       ] [486/3547] Completed BOE in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:45.764162] [INFO ] [sig       ] [487/3547] Forecasting BOF...
[2025-12-04T20:31:45.764191] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-04T20:31:45.764219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-04T20:31:45.775020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-04T20:31:45.775320] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-04T20:31:45.776134] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-04T20:31:45.776184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:45.776214] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:45.776239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:45.776293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:45.833467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:45.834157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:45.834234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:45.834265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:45.957792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:45.957942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:45.957979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:45.958007] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:45.961439] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-04T20:31:45.961743] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-04T20:31:45.961889] [INFO ] [sig       ] BOF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:46.098387] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOF.txt
[2025-12-04T20:31:46.098521] [INFO ] [sig       ] [487/3547] Completed BOF in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:46.098558] [INFO ] [sig       ] [488/3547] Forecasting BOH...
[2025-12-04T20:31:46.098604] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-04T20:31:46.098634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-04T20:31:46.147923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-04T20:31:46.148474] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-04T20:31:46.149432] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-04T20:31:46.149487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:46.149522] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:46.149557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:46.149664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:46.209752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:46.210918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:46.211021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:46.211053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:46.337593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:46.337761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:46.337803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:46.337830] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:46.341290] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-04T20:31:46.341591] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-04T20:31:46.341725] [INFO ] [sig       ] BOH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:46.480630] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BOH.txt
[2025-12-04T20:31:46.480784] [INFO ] [sig       ] [488/3547] Completed BOH in 0.4s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:46.480823] [INFO ] [sig       ] [489/3547] Forecasting BOKF...
[2025-12-04T20:31:46.480852] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-04T20:31:46.480880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-04T20:31:46.493041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-04T20:31:46.493336] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-04T20:31:46.494111] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-04T20:31:46.494159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:46.494189] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:46.494214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:46.494268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:46.550944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:46.551674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:46.551754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:46.551786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:46.673687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:46.673846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:46.673885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:46.673930] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:46.677250] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-04T20:31:46.677524] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-04T20:31:46.677666] [INFO ] [sig       ] BOKF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:46.819272] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOKF.txt
[2025-12-04T20:31:46.819473] [INFO ] [sig       ] [489/3547] Completed BOKF in 0.3s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:46.819515] [INFO ] [sig       ] [490/3547] Forecasting BOLD...
[2025-12-04T20:31:46.819546] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-04T20:31:46.819594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-04T20:31:46.836037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-04T20:31:46.836807] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-04T20:31:46.838191] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-04T20:31:46.838255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:46.838323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:46.838366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:46.838455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:46.901213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:46.902154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:46.902246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:46.902278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:47.042122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:47.042328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:47.042388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:47.042434] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:47.047750] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-04T20:31:47.048180] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-04T20:31:47.048404] [INFO ] [sig       ] BOLD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:47.238784] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOLD.txt
[2025-12-04T20:31:47.238978] [INFO ] [sig       ] [490/3547] Completed BOLD in 0.4s | 2.92 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:47.239058] [INFO ] [sig       ] [491/3547] Forecasting BOND...
[2025-12-04T20:31:47.239103] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-04T20:31:47.239145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-04T20:31:47.255671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-04T20:31:47.256182] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-04T20:31:47.257440] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-04T20:31:47.257511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:47.257563] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:47.257637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:47.257731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:47.343148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:47.344227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:47.344336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:47.344415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:47.499255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:47.499447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:47.499508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:47.499551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:47.505245] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-04T20:31:47.505835] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-04T20:31:47.506076] [INFO ] [sig       ] BOND: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:47.723772] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOND.txt
[2025-12-04T20:31:47.723984] [INFO ] [sig       ] [491/3547] Completed BOND in 0.5s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:47.724034] [INFO ] [sig       ] [492/3547] Forecasting BOOM...
[2025-12-04T20:31:47.724074] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-04T20:31:47.724113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-04T20:31:47.740381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-04T20:31:47.740906] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-04T20:31:47.742085] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-04T20:31:47.742153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:47.742203] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:47.742245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:47.742334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:47.827384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:47.828595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:47.828721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:47.828773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:47.984061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:47.984223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:47.984264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:47.984292] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:47.987934] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2025-12-04T20:31:47.988238] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-04T20:31:47.988403] [INFO ] [sig       ] BOOM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:48.127273] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOOM.txt
[2025-12-04T20:31:48.127408] [INFO ] [sig       ] [492/3547] Completed BOOM in 0.4s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:48.127446] [INFO ] [sig       ] [493/3547] Forecasting BOTZ...
[2025-12-04T20:31:48.127475] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-04T20:31:48.127504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-04T20:31:48.139563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-04T20:31:48.139917] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-04T20:31:48.140709] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-04T20:31:48.140759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:48.140814] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:48.140852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:48.140908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:48.198098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:48.198758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:48.198834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:48.198864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:48.316541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:48.316679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:48.316726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:48.316755] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:48.320063] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-12-04T20:31:48.320356] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-04T20:31:48.320479] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:48.462999] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOTZ.txt
[2025-12-04T20:31:48.463122] [INFO ] [sig       ] [493/3547] Completed BOTZ in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:48.463159] [INFO ] [sig       ] [494/3547] Forecasting BOX...
[2025-12-04T20:31:48.463187] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-04T20:31:48.463216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-04T20:31:48.474311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-04T20:31:48.474608] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-04T20:31:48.475359] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-04T20:31:48.475408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:48.475438] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:48.475464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:48.475519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:48.532610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:48.533211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:48.533298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:48.533329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:48.650711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:48.650824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:48.650860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:48.650887] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:48.654049] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-04T20:31:48.654310] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-04T20:31:48.654430] [INFO ] [sig       ] BOX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:48.793001] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BOX.txt
[2025-12-04T20:31:48.793168] [INFO ] [sig       ] [494/3547] Completed BOX in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:48.793212] [INFO ] [sig       ] [495/3547] Forecasting BP...
[2025-12-04T20:31:48.793248] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-04T20:31:48.793276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-04T20:31:48.807987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-04T20:31:48.808397] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-04T20:31:48.809257] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-04T20:31:48.809309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:48.809340] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:48.809364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:48.809418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:48.867745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:48.868686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:48.868775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:48.868807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:48.990757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:48.990903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:48.990942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:48.990969] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:48.994288] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=80.32%)
[2025-12-04T20:31:48.994552] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-04T20:31:48.994695] [INFO ] [sig       ] BP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:49.136289] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BP.txt
[2025-12-04T20:31:49.136420] [INFO ] [sig       ] [495/3547] Completed BP in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:49.136458] [INFO ] [sig       ] [496/3547] Forecasting BPOP...
[2025-12-04T20:31:49.136487] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-04T20:31:49.136517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-04T20:31:49.147710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-04T20:31:49.148012] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-04T20:31:49.148874] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-04T20:31:49.148925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:49.148955] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:49.148979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:49.149034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:49.207269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:49.208112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:49.208194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:49.208226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:49.330786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:49.330942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:49.330983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:49.331011] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:49.334447] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-04T20:31:49.334736] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-04T20:31:49.334868] [INFO ] [sig       ] BPOP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:49.476033] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BPOP.txt
[2025-12-04T20:31:49.476192] [INFO ] [sig       ] [496/3547] Completed BPOP in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-04T20:31:49.476238] [INFO ] [sig       ] [497/3547] Forecasting BPRN...
[2025-12-04T20:31:49.476273] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-04T20:31:49.476310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-04T20:31:49.487333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-04T20:31:49.487743] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-04T20:31:49.488726] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-04T20:31:49.488776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:49.488807] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:49.488832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:49.488886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:49.545460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:49.546332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:49.546428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:49.546461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:49.641708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:49.641867] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:31:49.641906] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:49.641934] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:49.645445] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-04T20:31:49.645759] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-04T20:31:49.645894] [INFO ] [sig       ] BPRN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:49.786105] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BPRN.txt
[2025-12-04T20:31:49.786265] [INFO ] [sig       ] [497/3547] Completed BPRN in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.4m
[2025-12-04T20:31:49.786301] [INFO ] [sig       ] [498/3547] Forecasting BPYPM...
[2025-12-04T20:31:49.786329] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-04T20:31:49.786356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-04T20:31:49.797633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-04T20:31:49.797895] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-04T20:31:49.798730] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-04T20:31:49.798780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:49.798810] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:49.798834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:49.798887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:49.855873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:49.856747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:49.856831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:49.856862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:49.960606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:49.960757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:49.960796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:49.960824] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:49.964172] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-04T20:31:49.964458] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-04T20:31:49.964606] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:50.102072] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BPYPM.txt
[2025-12-04T20:31:50.102233] [INFO ] [sig       ] [498/3547] Completed BPYPM in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.4m
[2025-12-04T20:31:50.102272] [INFO ] [sig       ] [499/3547] Forecasting BPYPO...
[2025-12-04T20:31:50.102300] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-04T20:31:50.102329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-04T20:31:50.117562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-04T20:31:50.118026] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-04T20:31:50.119192] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-04T20:31:50.119260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:50.119309] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:50.119351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:50.119436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:50.182643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:50.183461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:50.183542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:50.183593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:50.282384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:50.282532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:50.282589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:50.282620] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:50.286038] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-04T20:31:50.286379] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-04T20:31:50.286512] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:50.426949] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BPYPO.txt
[2025-12-04T20:31:50.427084] [INFO ] [sig       ] [499/3547] Completed BPYPO in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:50.427122] [INFO ] [sig       ] [500/3547] Forecasting BPYPP...
[2025-12-04T20:31:50.427150] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-04T20:31:50.427178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-04T20:31:50.437851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-04T20:31:50.438178] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-04T20:31:50.439002] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-04T20:31:50.439052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:50.439081] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:50.439107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:50.439161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:50.495016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:50.495915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:50.495999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:50.496030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:50.603743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:50.603908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:50.603950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:50.603984] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:50.607742] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-04T20:31:50.608085] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-04T20:31:50.608229] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:50.764008] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BPYPP.txt
[2025-12-04T20:31:50.764210] [INFO ] [sig       ] [500/3547] Completed BPYPP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:50.764254] [INFO ] [sig       ] [501/3547] Forecasting BRAG...
[2025-12-04T20:31:50.764283] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-04T20:31:50.764314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-04T20:31:50.778958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-04T20:31:50.779412] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-04T20:31:50.780426] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-04T20:31:50.780489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:50.780529] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:50.780562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:50.780663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:50.840796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:50.841970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:50.842067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:50.842100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:50.962199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:50.962358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:50.962397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:50.962425] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:50.965894] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-04T20:31:50.966190] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-04T20:31:50.966341] [INFO ] [sig       ] BRAG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:51.103464] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BRAG.txt
[2025-12-04T20:31:51.103610] [INFO ] [sig       ] [501/3547] Completed BRAG in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:51.103652] [INFO ] [sig       ] [502/3547] Forecasting BRC...
[2025-12-04T20:31:51.103682] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-04T20:31:51.103711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-04T20:31:51.116125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-04T20:31:51.116630] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-04T20:31:51.117567] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-04T20:31:51.117656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:51.117689] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:51.117716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:51.117773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:51.175990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:51.177080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:51.177179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:51.177212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:51.298188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:51.298377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:51.298421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:51.298449] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:51.302062] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-04T20:31:51.302382] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-04T20:31:51.302515] [INFO ] [sig       ] BRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:51.442364] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BRC.txt
[2025-12-04T20:31:51.442538] [INFO ] [sig       ] [502/3547] Completed BRC in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:51.442594] [INFO ] [sig       ] [503/3547] Forecasting BRO...
[2025-12-04T20:31:51.442627] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-04T20:31:51.442656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-04T20:31:51.454915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-04T20:31:51.455271] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-04T20:31:51.456088] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-04T20:31:51.456138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:51.456173] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:51.456204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:51.456271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:51.512728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:51.513464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:51.513593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:51.513627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:51.636613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:51.636775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:51.636816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:51.636844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:51.640421] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=45.51%)
[2025-12-04T20:31:51.640733] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-04T20:31:51.640871] [INFO ] [sig       ] BRO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:51.785587] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BRO.txt
[2025-12-04T20:31:51.785783] [INFO ] [sig       ] [503/3547] Completed BRO in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:51.785823] [INFO ] [sig       ] [504/3547] Forecasting BROS...
[2025-12-04T20:31:51.785851] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-04T20:31:51.785881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-04T20:31:51.798779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-04T20:31:51.799183] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-04T20:31:51.800024] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-04T20:31:51.800075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:51.800104] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:51.800129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:51.800203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:51.858243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:51.859202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:51.859287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:51.859318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:51.980219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:51.980372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:51.980413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:51.980442] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:51.984025] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-12-04T20:31:51.984313] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-04T20:31:51.984463] [INFO ] [sig       ] BROS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:52.124779] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BROS.txt
[2025-12-04T20:31:52.124900] [INFO ] [sig       ] [504/3547] Completed BROS in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:52.124937] [INFO ] [sig       ] [505/3547] Forecasting BRSP...
[2025-12-04T20:31:52.124965] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-04T20:31:52.124994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-04T20:31:52.136982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-04T20:31:52.137290] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-04T20:31:52.138089] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-04T20:31:52.138140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:52.138171] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:52.138197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:52.138256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:52.194936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:52.195550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:52.195643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:52.195674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:52.311429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:52.311611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:52.311660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:52.311704] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:52.315034] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-12-04T20:31:52.315308] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-04T20:31:52.315433] [INFO ] [sig       ] BRSP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:52.452177] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BRSP.txt
[2025-12-04T20:31:52.452305] [INFO ] [sig       ] [505/3547] Completed BRSP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:52.452343] [INFO ] [sig       ] [506/3547] Forecasting BRX...
[2025-12-04T20:31:52.452387] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-04T20:31:52.452416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-04T20:31:52.464396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-04T20:31:52.464807] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-04T20:31:52.465634] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-04T20:31:52.465700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:52.465734] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:52.465760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:52.465815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:52.525097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:52.526037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:52.526125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:52.526158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:52.667396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:52.667583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:52.667624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:52.667653] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:52.671094] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-04T20:31:52.671364] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-04T20:31:52.671490] [INFO ] [sig       ] BRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:52.808946] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BRX.txt
[2025-12-04T20:31:52.809094] [INFO ] [sig       ] [506/3547] Completed BRX in 0.4s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:52.809132] [INFO ] [sig       ] [507/3547] Forecasting BRY...
[2025-12-04T20:31:52.809161] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-04T20:31:52.809194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-04T20:31:52.821005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-04T20:31:52.821388] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-04T20:31:52.822233] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-04T20:31:52.822287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:52.822318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:52.822343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:52.822399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:52.878960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:52.879922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:52.880005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:52.880036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:52.998425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:52.998603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:52.998643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:52.998671] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:53.002010] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2025-12-04T20:31:53.002283] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-04T20:31:53.002412] [INFO ] [sig       ] BRY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:53.137946] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BRY.txt
[2025-12-04T20:31:53.138061] [INFO ] [sig       ] [507/3547] Completed BRY in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:53.138097] [INFO ] [sig       ] [508/3547] Forecasting BRZE...
[2025-12-04T20:31:53.138125] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-04T20:31:53.138153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-04T20:31:53.149201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-04T20:31:53.149469] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-04T20:31:53.150239] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-04T20:31:53.150288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:53.150318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:53.150343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:53.150397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:53.205868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:53.206459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:53.206536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:53.206566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:53.326820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:53.326949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:53.326985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:53.327011] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:53.330330] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-04T20:31:53.330611] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-04T20:31:53.330738] [INFO ] [sig       ] BRZE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:53.468522] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BRZE.txt
[2025-12-04T20:31:53.468667] [INFO ] [sig       ] [508/3547] Completed BRZE in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:53.468705] [INFO ] [sig       ] [509/3547] Forecasting BSCP...
[2025-12-04T20:31:53.468733] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-04T20:31:53.468762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-04T20:31:53.480126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-04T20:31:53.480391] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-04T20:31:53.481168] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-04T20:31:53.481219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:53.481253] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:53.481279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:53.481333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:53.541275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:53.541976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:53.542061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:53.542094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:53.642456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:53.642604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:53.642644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:53.642671] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:53.645936] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-12-04T20:31:53.646219] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-04T20:31:53.646351] [INFO ] [sig       ] BSCP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:53.784474] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BSCP.txt
[2025-12-04T20:31:53.784613] [INFO ] [sig       ] [509/3547] Completed BSCP in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:53.784659] [INFO ] [sig       ] [510/3547] Forecasting BSCQ...
[2025-12-04T20:31:53.784688] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-04T20:31:53.784716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-04T20:31:53.795985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-04T20:31:53.796268] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-04T20:31:53.797038] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-04T20:31:53.797088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:53.797145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:53.797171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:53.797226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:53.853109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:53.853745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:53.853821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:53.853853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:53.971842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:53.971995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:53.972032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:53.972058] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:53.975417] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-04T20:31:53.975734] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-04T20:31:53.975877] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:54.128642] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSCQ.txt
[2025-12-04T20:31:54.128841] [INFO ] [sig       ] [510/3547] Completed BSCQ in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:54.128894] [INFO ] [sig       ] [511/3547] Forecasting BSCS...
[2025-12-04T20:31:54.128935] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-04T20:31:54.128979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-04T20:31:54.142062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-04T20:31:54.142416] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-04T20:31:54.143275] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-04T20:31:54.143331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:54.143372] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:54.143404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:54.143465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:54.216693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:54.217860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:54.217955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:54.217992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:54.341268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:54.341424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:54.341465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:54.341491] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:54.344940] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-04T20:31:54.345237] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-04T20:31:54.345368] [INFO ] [sig       ] BSCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:54.482496] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSCS.txt
[2025-12-04T20:31:54.482671] [INFO ] [sig       ] [511/3547] Completed BSCS in 0.4s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:54.482713] [INFO ] [sig       ] [512/3547] Forecasting BSCX...
[2025-12-04T20:31:54.482740] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-04T20:31:54.482770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-04T20:31:54.496897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-04T20:31:54.497473] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-04T20:31:54.498442] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-04T20:31:54.498496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:54.498530] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:54.498557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:54.498638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:54.559044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:54.560235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:54.560361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:54.560397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:54.685959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:54.686188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:54.686230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:54.686257] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:54.690239] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-04T20:31:54.690610] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-04T20:31:54.690765] [INFO ] [sig       ] BSCX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:54.843211] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSCX.txt
[2025-12-04T20:31:54.843453] [INFO ] [sig       ] [512/3547] Completed BSCX in 0.4s | 2.92 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-04T20:31:54.843500] [INFO ] [sig       ] [513/3547] Forecasting BSCY...
[2025-12-04T20:31:54.843530] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-04T20:31:54.843563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-04T20:31:54.856987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-04T20:31:54.857411] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-04T20:31:54.858339] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-04T20:31:54.858394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:54.858426] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:54.858452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:54.858509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:54.915703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:54.916941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:54.917046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:54.917078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:55.045033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:55.045298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:55.045380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:55.045458] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:55.049563] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-04T20:31:55.049902] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-04T20:31:55.050042] [INFO ] [sig       ] BSCY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:55.194315] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSCY.txt
[2025-12-04T20:31:55.194502] [INFO ] [sig       ] [513/3547] Completed BSCY in 0.4s | 2.91 sym/s | Total: 2.9m | ETA: 17.3m
[2025-12-04T20:31:55.194547] [INFO ] [sig       ] [514/3547] Forecasting BSJP...
[2025-12-04T20:31:55.194600] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-04T20:31:55.194636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-04T20:31:55.207897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-04T20:31:55.208461] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-04T20:31:55.209401] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-04T20:31:55.209460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:55.209492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:55.209516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:55.209600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:55.268725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:55.269739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:55.269831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:55.269862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:55.390621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:55.390883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:55.390945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:55.390987] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:55.395680] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-12-04T20:31:55.396177] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-04T20:31:55.396359] [INFO ] [sig       ] BSJP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:55.559363] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSJP.txt
[2025-12-04T20:31:55.559609] [INFO ] [sig       ] [514/3547] Completed BSJP in 0.4s | 2.91 sym/s | Total: 2.9m | ETA: 17.3m
[2025-12-04T20:31:55.559656] [INFO ] [sig       ] [515/3547] Forecasting BSJQ...
[2025-12-04T20:31:55.559686] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-04T20:31:55.559715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-04T20:31:55.573503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-04T20:31:55.573946] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-04T20:31:55.575038] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-04T20:31:55.575099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:55.575137] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:55.575170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:55.575248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:55.634891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:55.635774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:55.635855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:55.635887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:55.757335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:55.757487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:55.757526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:55.757554] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:55.760974] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-04T20:31:55.761242] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-04T20:31:55.761368] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:55.898710] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BSJQ.txt
[2025-12-04T20:31:55.898848] [INFO ] [sig       ] [515/3547] Completed BSJQ in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.3m
[2025-12-04T20:31:55.898887] [INFO ] [sig       ] [516/3547] Forecasting BSJS...
[2025-12-04T20:31:55.898915] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-04T20:31:55.898945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-04T20:31:55.912802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-04T20:31:55.913119] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-04T20:31:55.913990] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-04T20:31:55.914041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:55.914072] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:55.914096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:55.914150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:55.973811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:55.974765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:55.974848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:55.974878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:56.096735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:56.096885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:56.096926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:56.096955] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:56.100431] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2025-12-04T20:31:56.100723] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-04T20:31:56.100850] [INFO ] [sig       ] BSJS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:56.236128] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BSJS.txt
[2025-12-04T20:31:56.236258] [INFO ] [sig       ] [516/3547] Completed BSJS in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:56.236296] [INFO ] [sig       ] [517/3547] Forecasting BSL...
[2025-12-04T20:31:56.236324] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-04T20:31:56.236353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-04T20:31:56.247554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-04T20:31:56.247900] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-04T20:31:56.248766] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-04T20:31:56.248819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:56.248860] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:56.248887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:56.248942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:56.304488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:56.305312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:56.305395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:56.305426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:56.425064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:56.425227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:56.425265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:56.425292] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:56.428868] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-04T20:31:56.429204] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-04T20:31:56.429357] [INFO ] [sig       ] BSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:56.568034] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BSL.txt
[2025-12-04T20:31:56.568201] [INFO ] [sig       ] [517/3547] Completed BSL in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:56.568240] [INFO ] [sig       ] [518/3547] Forecasting BSLK...
[2025-12-04T20:31:56.568268] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-04T20:31:56.568313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-04T20:31:56.580725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-04T20:31:56.581109] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-04T20:31:56.582048] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-04T20:31:56.582109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:56.582146] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:56.582177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:56.582250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:56.641240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:56.642137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:56.642222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:56.642255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:56.757230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:56.757379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:56.757417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:56.757443] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:56.760946] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-04T20:31:56.761229] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-04T20:31:56.761377] [INFO ] [sig       ] BSLK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:56.900405] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BSLK.txt
[2025-12-04T20:31:56.900532] [INFO ] [sig       ] [518/3547] Completed BSLK in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:56.900567] [INFO ] [sig       ] [519/3547] Forecasting BSM...
[2025-12-04T20:31:56.900613] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-04T20:31:56.900642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-04T20:31:56.912511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-04T20:31:56.912892] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-04T20:31:56.913686] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-04T20:31:56.913736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:56.913765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:56.913789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:56.913842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:56.969169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:56.970028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:56.970107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:56.970137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:57.090913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:57.091052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:57.091089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:57.091114] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:57.094382] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-04T20:31:57.094670] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-04T20:31:57.094791] [INFO ] [sig       ] BSM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:57.230845] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BSM.txt
[2025-12-04T20:31:57.230957] [INFO ] [sig       ] [519/3547] Completed BSM in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:57.230992] [INFO ] [sig       ] [520/3547] Forecasting BSMP...
[2025-12-04T20:31:57.231020] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-04T20:31:57.231047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-04T20:31:57.241972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-04T20:31:57.242246] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-04T20:31:57.243029] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-04T20:31:57.243078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:57.243106] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:57.243131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:57.243185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:57.299044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:57.299710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:57.299814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:57.299846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:57.415892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:57.416037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:57.416075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:57.416101] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:57.419467] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-04T20:31:57.419747] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-04T20:31:57.419867] [INFO ] [sig       ] BSMP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:57.557817] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSMP.txt
[2025-12-04T20:31:57.557969] [INFO ] [sig       ] [520/3547] Completed BSMP in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:57.558014] [INFO ] [sig       ] [521/3547] Forecasting BSMQ...
[2025-12-04T20:31:57.558045] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-04T20:31:57.558074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-04T20:31:57.569750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-04T20:31:57.570069] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-04T20:31:57.570941] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-04T20:31:57.570993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:57.571024] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:57.571049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:57.571107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:57.629569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:57.630254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:57.630349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:57.630390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:57.751981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:57.752129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:57.752167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:57.752193] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:57.755531] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-04T20:31:57.755812] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-04T20:31:57.755931] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:57.893639] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSMQ.txt
[2025-12-04T20:31:57.893764] [INFO ] [sig       ] [521/3547] Completed BSMQ in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:57.893802] [INFO ] [sig       ] [522/3547] Forecasting BSMS...
[2025-12-04T20:31:57.893830] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-04T20:31:57.893858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-04T20:31:57.904976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-04T20:31:57.905282] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-04T20:31:57.906110] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-04T20:31:57.906162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:57.906193] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:57.906220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:57.906277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:57.962199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:57.962853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:57.962929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:57.962960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:58.088210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:58.088419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:58.088461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:58.088487] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:58.092025] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-04T20:31:58.092310] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-04T20:31:58.092466] [INFO ] [sig       ] BSMS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:58.280825] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSMS.txt
[2025-12-04T20:31:58.281012] [INFO ] [sig       ] [522/3547] Completed BSMS in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:58.281058] [INFO ] [sig       ] [523/3547] Forecasting BSSX...
[2025-12-04T20:31:58.281096] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-04T20:31:58.281127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-04T20:31:58.292650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-04T20:31:58.292997] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-04T20:31:58.293787] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-04T20:31:58.293837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:58.293868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:58.293893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:58.293948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:58.349552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:58.350406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:58.350489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:58.350520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:58.447431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:58.447633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:58.447697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:58.447726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:58.451034] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-04T20:31:58.451308] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-04T20:31:58.451430] [INFO ] [sig       ] BSSX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:58.591618] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSSX.txt
[2025-12-04T20:31:58.591801] [INFO ] [sig       ] [523/3547] Completed BSSX in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:58.591839] [INFO ] [sig       ] [524/3547] Forecasting BSTZ...
[2025-12-04T20:31:58.591868] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-04T20:31:58.591898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-04T20:31:58.604051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-04T20:31:58.604492] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-04T20:31:58.605308] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-04T20:31:58.605364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:58.605397] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:58.605423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:58.605478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:58.661905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:58.662705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:58.662785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:58.662816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:58.780885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:58.781030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:58.781070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:58.781116] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:58.784423] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=53.46%)
[2025-12-04T20:31:58.784705] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-04T20:31:58.784828] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:58.922377] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSTZ.txt
[2025-12-04T20:31:58.922503] [INFO ] [sig       ] [524/3547] Completed BSTZ in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:58.922541] [INFO ] [sig       ] [525/3547] Forecasting BSVN...
[2025-12-04T20:31:58.922583] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-04T20:31:58.922616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-04T20:31:58.936780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-04T20:31:58.937298] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-04T20:31:58.938415] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-04T20:31:58.938477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:58.938517] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:58.938552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:58.938650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:59.000419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:59.001378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:59.001463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:59.001497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:59.114169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:59.114319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:59.114364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:59.114393] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:59.117904] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=36.34%)
[2025-12-04T20:31:59.118208] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-04T20:31:59.118369] [INFO ] [sig       ] BSVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:31:59.263626] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BSVN.txt
[2025-12-04T20:31:59.263755] [INFO ] [sig       ] [525/3547] Completed BSVN in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:59.263793] [INFO ] [sig       ] [526/3547] Forecasting BSVO...
[2025-12-04T20:31:59.263820] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-04T20:31:59.263849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-04T20:31:59.274725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-04T20:31:59.275013] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-04T20:31:59.275824] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-04T20:31:59.275874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:59.275905] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:59.275931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:59.275986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:59.333890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:59.334515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:59.334631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:59.334674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:59.459701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:59.459858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:59.459899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:59.459928] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:59.463434] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-04T20:31:59.463719] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-04T20:31:59.463855] [INFO ] [sig       ] BSVO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:59.607652] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSVO.txt
[2025-12-04T20:31:59.607766] [INFO ] [sig       ] [526/3547] Completed BSVO in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:59.607804] [INFO ] [sig       ] [527/3547] Forecasting BSX...
[2025-12-04T20:31:59.607832] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-04T20:31:59.607860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-04T20:31:59.619357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-04T20:31:59.619659] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-04T20:31:59.620403] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-04T20:31:59.620457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:59.620522] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:59.620550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:59.620624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:31:59.678951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:31:59.679598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:31:59.679676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:31:59.679708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:31:59.795718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:31:59.795830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:31:59.795868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:31:59.795895] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:31:59.799190] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-04T20:31:59.799483] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-04T20:31:59.799650] [INFO ] [sig       ] BSX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:31:59.943420] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSX.txt
[2025-12-04T20:31:59.943588] [INFO ] [sig       ] [527/3547] Completed BSX in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:31:59.943629] [INFO ] [sig       ] [528/3547] Forecasting BSY...
[2025-12-04T20:31:59.943657] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-04T20:31:59.943687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-04T20:31:59.954723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-04T20:31:59.954982] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-04T20:31:59.955783] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-04T20:31:59.955832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:31:59.955862] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:31:59.955898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:31:59.955953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:00.014568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:00.015430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:00.015516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:00.015548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:00.137136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:00.137312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:00.137354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:00.137382] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:00.140891] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-04T20:32:00.141175] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-04T20:32:00.141301] [INFO ] [sig       ] BSY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:00.285096] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BSY.txt
[2025-12-04T20:32:00.285211] [INFO ] [sig       ] [528/3547] Completed BSY in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-04T20:32:00.285247] [INFO ] [sig       ] [529/3547] Forecasting BTA...
[2025-12-04T20:32:00.285276] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-04T20:32:00.285305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-04T20:32:00.297050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-04T20:32:00.297386] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-04T20:32:00.298226] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-04T20:32:00.298299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:00.298332] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:00.298358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:00.298412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:00.354463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:00.355192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:00.355276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:00.355308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:00.466053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:00.466206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:00.466245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:00.466273] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:00.469717] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=84.67%)
[2025-12-04T20:32:00.470044] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-04T20:32:00.470201] [INFO ] [sig       ] BTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:00.606892] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BTA.txt
[2025-12-04T20:32:00.607019] [INFO ] [sig       ] [529/3547] Completed BTA in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.2m
[2025-12-04T20:32:00.607057] [INFO ] [sig       ] [530/3547] Forecasting BTAI...
[2025-12-04T20:32:00.607085] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-04T20:32:00.607114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-04T20:32:00.618063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-04T20:32:00.618366] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-04T20:32:00.619159] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-04T20:32:00.619209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:00.619238] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:00.619263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:00.619317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:00.674895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:00.675719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:00.675798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:00.675829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:00.795789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:00.795941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:00.795981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:00.796009] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:00.799454] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-04T20:32:00.799755] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-04T20:32:00.799881] [INFO ] [sig       ] BTAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:00.936592] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BTAI.txt
[2025-12-04T20:32:00.936724] [INFO ] [sig       ] [530/3547] Completed BTAI in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.2m
[2025-12-04T20:32:00.936760] [INFO ] [sig       ] [531/3547] Forecasting BTCS...
[2025-12-04T20:32:00.936788] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-04T20:32:00.936817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-04T20:32:00.949746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-04T20:32:00.950016] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-04T20:32:00.951834] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-04T20:32:00.951883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:00.951913] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:00.951937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:00.951991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:01.014818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:01.015736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:01.015823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:01.015857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:01.135652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:01.135809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:01.135853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:01.135883] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:01.139336] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-04T20:32:01.139677] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-04T20:32:01.139828] [INFO ] [sig       ] BTCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:01.284485] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BTCS.txt
[2025-12-04T20:32:01.284649] [INFO ] [sig       ] [531/3547] Completed BTCS in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.2m
[2025-12-04T20:32:01.284692] [INFO ] [sig       ] [532/3547] Forecasting BTE...
[2025-12-04T20:32:01.284723] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-04T20:32:01.284759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-04T20:32:01.296231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-04T20:32:01.296547] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-04T20:32:01.297357] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-04T20:32:01.297413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:01.297444] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:01.297472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:01.297529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:01.357479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:01.358545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:01.358648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:01.358683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:01.478615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:01.478770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:01.478812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:01.478840] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:01.482435] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=72.38%)
[2025-12-04T20:32:01.482788] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-04T20:32:01.482960] [INFO ] [sig       ] BTE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:01.629463] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BTE.txt
[2025-12-04T20:32:01.629632] [INFO ] [sig       ] [532/3547] Completed BTE in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 17.2m
[2025-12-04T20:32:01.629689] [INFO ] [sig       ] [533/3547] Forecasting BTF...
[2025-12-04T20:32:01.629729] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-04T20:32:01.629766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-04T20:32:01.641210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-04T20:32:01.641544] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-04T20:32:01.642549] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-04T20:32:01.642623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:01.642656] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:01.642684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:01.642744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:01.701871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:01.702628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:01.702710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:01.702744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:01.830431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:01.830601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:01.830645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:01.830682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:01.834967] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-04T20:32:01.835248] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-04T20:32:01.835379] [INFO ] [sig       ] BTF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:01.981433] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BTF.txt
[2025-12-04T20:32:01.981623] [INFO ] [sig       ] [533/3547] Completed BTF in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 17.2m
[2025-12-04T20:32:01.981673] [INFO ] [sig       ] [534/3547] Forecasting BTI...
[2025-12-04T20:32:01.981703] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-04T20:32:01.981732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-04T20:32:01.993886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-04T20:32:01.994283] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-04T20:32:01.995154] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-04T20:32:01.995207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:01.995239] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:01.995264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:01.995321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:02.054174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:02.055084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:02.055168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:02.055200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:02.176083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:02.176246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:02.176285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:02.176312] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:02.179689] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=62.97%)
[2025-12-04T20:32:02.179980] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-04T20:32:02.180110] [INFO ] [sig       ] BTI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:02.320771] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BTI.txt
[2025-12-04T20:32:02.320924] [INFO ] [sig       ] [534/3547] Completed BTI in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:02.320961] [INFO ] [sig       ] [535/3547] Forecasting BTM...
[2025-12-04T20:32:02.320991] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-04T20:32:02.321018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-04T20:32:02.332982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-04T20:32:02.333314] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-04T20:32:02.334111] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-04T20:32:02.334161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:02.334190] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:02.334214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:02.334267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:02.390853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:02.391567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:02.391677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:02.391708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:02.506487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:02.506654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:02.506694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:02.506721] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:02.510052] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-04T20:32:02.510334] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-04T20:32:02.510457] [INFO ] [sig       ] BTM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:02.645826] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BTM.txt
[2025-12-04T20:32:02.645962] [INFO ] [sig       ] [535/3547] Completed BTM in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:02.645999] [INFO ] [sig       ] [536/3547] Forecasting BTMD...
[2025-12-04T20:32:02.646028] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-04T20:32:02.646056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-04T20:32:02.657654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-04T20:32:02.657984] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-04T20:32:02.658853] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-04T20:32:02.658904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:02.658934] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:02.658959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:02.659013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:02.715164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:02.716062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:02.716149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:02.716182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:02.835561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:02.835727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:02.835765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:02.835791] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:02.839119] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-04T20:32:02.839389] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-04T20:32:02.839512] [INFO ] [sig       ] BTMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:02.978320] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BTMD.txt
[2025-12-04T20:32:02.978449] [INFO ] [sig       ] [536/3547] Completed BTMD in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:02.978486] [INFO ] [sig       ] [537/3547] Forecasting BTSG...
[2025-12-04T20:32:02.978513] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-04T20:32:02.978543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-04T20:32:02.989971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-04T20:32:02.990288] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-04T20:32:02.991142] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-04T20:32:02.991194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:02.991224] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:02.991251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:02.991306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:03.050266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:03.051026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:03.051151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:03.051197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:03.166533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:03.166716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:03.166756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:03.166784] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:03.170083] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=24.98%)
[2025-12-04T20:32:03.170346] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-04T20:32:03.170469] [INFO ] [sig       ] BTSG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:03.315706] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BTSG.txt
[2025-12-04T20:32:03.315836] [INFO ] [sig       ] [537/3547] Completed BTSG in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:03.315873] [INFO ] [sig       ] [538/3547] Forecasting BTZ...
[2025-12-04T20:32:03.315902] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-04T20:32:03.315930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-04T20:32:03.327132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-04T20:32:03.327422] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-04T20:32:03.328191] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-04T20:32:03.328242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:03.328272] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:03.328328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:03.328383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:03.384531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:03.385375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:03.385453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:03.385484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:03.497587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:03.497733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:03.497773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:03.497800] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:03.501145] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-04T20:32:03.501409] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-04T20:32:03.501529] [INFO ] [sig       ] BTZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:03.637234] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BTZ.txt
[2025-12-04T20:32:03.637386] [INFO ] [sig       ] [538/3547] Completed BTZ in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:03.637424] [INFO ] [sig       ] [539/3547] Forecasting BUD...
[2025-12-04T20:32:03.637454] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-04T20:32:03.637482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-04T20:32:03.649963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-04T20:32:03.650339] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-04T20:32:03.651385] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-04T20:32:03.651446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:03.651487] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:03.651522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:03.651617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:03.714739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:03.715661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:03.715755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:03.715788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:03.834392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:03.834549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:03.834613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:03.834645] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:03.838096] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-04T20:32:03.838434] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-04T20:32:03.838586] [INFO ] [sig       ] BUD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:03.976539] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BUD.txt
[2025-12-04T20:32:03.976716] [INFO ] [sig       ] [539/3547] Completed BUD in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:03.976754] [INFO ] [sig       ] [540/3547] Forecasting BUFC...
[2025-12-04T20:32:03.976783] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-04T20:32:03.976810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-04T20:32:03.987395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-04T20:32:03.987804] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-04T20:32:03.988762] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-04T20:32:03.988817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:03.988850] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:03.988885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:03.988964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:04.049687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:04.050506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:04.050611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:04.050646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:04.147488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:04.147629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:04.147670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:04.147700] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:04.151247] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-12-04T20:32:04.151515] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-04T20:32:04.151659] [INFO ] [sig       ] BUFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:04.293849] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BUFC.txt
[2025-12-04T20:32:04.294037] [INFO ] [sig       ] [540/3547] Completed BUFC in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:04.294076] [INFO ] [sig       ] [541/3547] Forecasting BUG...
[2025-12-04T20:32:04.294106] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-04T20:32:04.294134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-04T20:32:04.304787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-04T20:32:04.305065] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-04T20:32:04.305842] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-04T20:32:04.305891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:04.305932] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:04.305959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:04.306013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:04.361638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:04.362382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:04.362459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:04.362489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:04.481245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:04.481397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:04.481436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:04.481462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:04.484775] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-04T20:32:04.485058] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-04T20:32:04.485187] [INFO ] [sig       ] BUG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:04.623030] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BUG.txt
[2025-12-04T20:32:04.623183] [INFO ] [sig       ] [541/3547] Completed BUG in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:04.623221] [INFO ] [sig       ] [542/3547] Forecasting BUI...
[2025-12-04T20:32:04.623250] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-04T20:32:04.623279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-04T20:32:04.634036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-04T20:32:04.634325] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-04T20:32:04.635099] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-04T20:32:04.635149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:04.635179] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:04.635205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:04.635264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:04.692254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:04.693027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:04.693105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:04.693136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:04.809757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:04.809891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:04.809930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:04.809956] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:04.813211] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=57.80%)
[2025-12-04T20:32:04.813482] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-04T20:32:04.813641] [INFO ] [sig       ] BUI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:04.956398] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BUI.txt
[2025-12-04T20:32:04.956527] [INFO ] [sig       ] [542/3547] Completed BUI in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:04.956563] [INFO ] [sig       ] [543/3547] Forecasting BURL...
[2025-12-04T20:32:04.956611] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-04T20:32:04.956640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-04T20:32:04.969135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-04T20:32:04.969413] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-04T20:32:04.970412] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-04T20:32:04.970461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:04.970491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:04.970516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:04.970584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:05.029515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:05.030175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:05.030250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:05.030280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:05.150467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:05.150614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:05.150653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:05.150680] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:05.153869] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-04T20:32:05.154128] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-04T20:32:05.154246] [INFO ] [sig       ] BURL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:05.292703] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BURL.txt
[2025-12-04T20:32:05.292820] [INFO ] [sig       ] [543/3547] Completed BURL in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:05.292856] [INFO ] [sig       ] [544/3547] Forecasting BUXX...
[2025-12-04T20:32:05.292884] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-04T20:32:05.292913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-04T20:32:05.304366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-04T20:32:05.304654] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-04T20:32:05.305399] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-04T20:32:05.305447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:05.305502] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:05.305533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:05.305604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:05.363553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:05.364221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:05.364297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:05.364329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:05.478912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:05.479048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:05.479086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:05.479112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:05.482327] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-12-04T20:32:05.482609] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-04T20:32:05.482730] [INFO ] [sig       ] BUXX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:05.623426] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BUXX.txt
[2025-12-04T20:32:05.623553] [INFO ] [sig       ] [544/3547] Completed BUXX in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-04T20:32:05.623625] [INFO ] [sig       ] [545/3547] Forecasting BVFL...
[2025-12-04T20:32:05.623674] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-04T20:32:05.623704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-04T20:32:05.634516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-04T20:32:05.634826] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-04T20:32:05.635591] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-04T20:32:05.635643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:05.635673] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:05.635699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:05.635753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:05.692165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:05.692772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:05.692847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:05.692877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:05.806874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:05.806998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:05.807035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:05.807061] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:05.810410] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=35.77%)
[2025-12-04T20:32:05.810714] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-04T20:32:05.810835] [INFO ] [sig       ] BVFL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:05.949368] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BVFL.txt
[2025-12-04T20:32:05.949495] [INFO ] [sig       ] [545/3547] Completed BVFL in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.1m
[2025-12-04T20:32:05.949532] [INFO ] [sig       ] [546/3547] Forecasting BVN...
[2025-12-04T20:32:05.949562] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-04T20:32:05.949611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-04T20:32:05.960713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-04T20:32:05.961002] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-04T20:32:05.961776] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-04T20:32:05.961826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:05.961857] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:05.961882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:05.961936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:06.017810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:06.018442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:06.018520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:06.018550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:06.137400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:06.137543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:06.137597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:06.137626] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:06.140890] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-04T20:32:06.141148] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-04T20:32:06.141285] [INFO ] [sig       ] BVN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:06.277339] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BVN.txt
[2025-12-04T20:32:06.277455] [INFO ] [sig       ] [546/3547] Completed BVN in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.1m
[2025-12-04T20:32:06.277491] [INFO ] [sig       ] [547/3547] Forecasting BVS...
[2025-12-04T20:32:06.277518] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-04T20:32:06.277547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-04T20:32:06.288658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-04T20:32:06.288951] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-04T20:32:06.289739] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-04T20:32:06.289788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:06.289817] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:06.289842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:06.289896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:06.346016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:06.346669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:06.346746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:06.346777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:06.468771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:06.468909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:06.468947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:06.469006] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:06.472274] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-04T20:32:06.472538] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-04T20:32:06.472675] [INFO ] [sig       ] BVS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:06.610434] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BVS.txt
[2025-12-04T20:32:06.610556] [INFO ] [sig       ] [547/3547] Completed BVS in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.1m
[2025-12-04T20:32:06.610611] [INFO ] [sig       ] [548/3547] Forecasting BWA...
[2025-12-04T20:32:06.610640] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-04T20:32:06.610669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-04T20:32:06.622057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-04T20:32:06.622327] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-04T20:32:06.623101] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-04T20:32:06.623151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:06.623181] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:06.623214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:06.623268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:06.678987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:06.679635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:06.679710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:06.679740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:06.795084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:06.795220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:06.795257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:06.795321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:06.798664] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-04T20:32:06.798929] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-04T20:32:06.799051] [INFO ] [sig       ] BWA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:06.935464] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BWA.txt
[2025-12-04T20:32:06.935618] [INFO ] [sig       ] [548/3547] Completed BWA in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.1m
[2025-12-04T20:32:06.935658] [INFO ] [sig       ] [549/3547] Forecasting BWAY...
[2025-12-04T20:32:06.935687] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-04T20:32:06.935715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-04T20:32:06.946442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-04T20:32:06.946737] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-04T20:32:06.947483] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-04T20:32:06.947531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:06.947566] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:06.947614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:06.947669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:07.002769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:07.003428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:07.003502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:07.003532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:07.128011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:07.128164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:07.128201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:07.128228] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:07.131517] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-04T20:32:07.131805] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-04T20:32:07.131925] [INFO ] [sig       ] BWAY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:07.267677] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BWAY.txt
[2025-12-04T20:32:07.267796] [INFO ] [sig       ] [549/3547] Completed BWAY in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.1m
[2025-12-04T20:32:07.267833] [INFO ] [sig       ] [550/3547] Forecasting BWB...
[2025-12-04T20:32:07.267861] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-04T20:32:07.267889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-04T20:32:07.278804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-04T20:32:07.279109] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-04T20:32:07.279964] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-04T20:32:07.280017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:07.280052] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:07.280078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:07.280135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:07.336264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:07.336950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:07.337025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:07.337071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:07.460145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:07.460274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:07.460312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:07.460340] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:07.463633] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-04T20:32:07.463895] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-04T20:32:07.464012] [INFO ] [sig       ] BWB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:07.603855] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BWB.txt
[2025-12-04T20:32:07.604020] [INFO ] [sig       ] [550/3547] Completed BWB in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.1m
[2025-12-04T20:32:07.604068] [INFO ] [sig       ] [551/3547] Forecasting BWEN...
[2025-12-04T20:32:07.604099] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-04T20:32:07.604127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-04T20:32:07.615461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-04T20:32:07.615779] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-04T20:32:07.616597] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-04T20:32:07.616648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:07.616679] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:07.616704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:07.616761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:07.677247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:07.678158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:07.678259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:07.678317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:07.802841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:07.802992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:07.803032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:07.803059] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:07.806486] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=20.92%)
[2025-12-04T20:32:07.806778] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-04T20:32:07.806904] [INFO ] [sig       ] BWEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:07.948340] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BWEN.txt
[2025-12-04T20:32:07.948508] [INFO ] [sig       ] [551/3547] Completed BWEN in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 17.1m
[2025-12-04T20:32:07.948553] [INFO ] [sig       ] [552/3547] Forecasting BWFG...
[2025-12-04T20:32:07.948602] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-04T20:32:07.948632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-04T20:32:07.960057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-04T20:32:07.960411] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-04T20:32:07.961198] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-04T20:32:07.961248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:07.961279] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:07.961316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:07.961371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:08.017738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:08.018735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:08.018822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:08.018853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:08.129664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:08.129811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:08.129849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:08.129876] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:08.133207] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-12-04T20:32:08.133471] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-04T20:32:08.133616] [INFO ] [sig       ] BWFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:08.271203] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BWFG.txt
[2025-12-04T20:32:08.271334] [INFO ] [sig       ] [552/3547] Completed BWFG in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:08.271372] [INFO ] [sig       ] [553/3547] Forecasting BWG...
[2025-12-04T20:32:08.271400] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-04T20:32:08.271430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-04T20:32:08.283343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-04T20:32:08.283729] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-04T20:32:08.284516] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-04T20:32:08.284568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:08.284621] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:08.284649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:08.284705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:08.350383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:08.351296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:08.351381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:08.351413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:08.471491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:08.471667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:08.471706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:08.471732] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:08.475016] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-04T20:32:08.475277] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-04T20:32:08.475400] [INFO ] [sig       ] BWG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:08.613051] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BWG.txt
[2025-12-04T20:32:08.613207] [INFO ] [sig       ] [553/3547] Completed BWG in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:08.613245] [INFO ] [sig       ] [554/3547] Forecasting BWIN...
[2025-12-04T20:32:08.613274] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-04T20:32:08.613302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-04T20:32:08.625262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-04T20:32:08.625596] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-04T20:32:08.626360] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-04T20:32:08.626409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:08.626440] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:08.626466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:08.626521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:08.682060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:08.682823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:08.682933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:08.682965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:08.802616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:08.802764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:08.802802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:08.802829] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:08.806475] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=58.58%)
[2025-12-04T20:32:08.806758] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-04T20:32:08.807059] [INFO ] [sig       ] BWIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:08.955425] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BWIN.txt
[2025-12-04T20:32:08.955595] [INFO ] [sig       ] [554/3547] Completed BWIN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:08.955635] [INFO ] [sig       ] [555/3547] Forecasting BWMN...
[2025-12-04T20:32:08.955665] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-04T20:32:08.955693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-04T20:32:08.967372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-04T20:32:08.967772] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-04T20:32:08.968564] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-04T20:32:08.968632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:08.968662] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:08.968687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:08.968740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:09.025451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:09.026316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:09.026400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:09.026431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:09.152538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:09.152711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:09.152751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:09.152778] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:09.156042] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-04T20:32:09.156311] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-04T20:32:09.156434] [INFO ] [sig       ] BWMN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:09.295239] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BWMN.txt
[2025-12-04T20:32:09.295374] [INFO ] [sig       ] [555/3547] Completed BWMN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:09.295410] [INFO ] [sig       ] [556/3547] Forecasting BXC...
[2025-12-04T20:32:09.295439] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-04T20:32:09.295474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-04T20:32:09.307263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-04T20:32:09.307605] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-04T20:32:09.308471] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-04T20:32:09.308524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:09.308555] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:09.308600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:09.308659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:09.367485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:09.368228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:09.368350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:09.368383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:09.487006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:09.487152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:09.487192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:09.487219] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:09.490664] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-04T20:32:09.490939] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-04T20:32:09.491078] [INFO ] [sig       ] BXC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:09.635555] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BXC.txt
[2025-12-04T20:32:09.635711] [INFO ] [sig       ] [556/3547] Completed BXC in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:09.635749] [INFO ] [sig       ] [557/3547] Forecasting BXMX...
[2025-12-04T20:32:09.635777] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-04T20:32:09.635806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-04T20:32:09.651056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-04T20:32:09.651586] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-04T20:32:09.652479] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-04T20:32:09.652532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:09.652564] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:09.652623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:09.652681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:09.708489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:09.709456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:09.709546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:09.709594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:09.833319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:09.833483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:09.833524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:09.833552] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:09.837049] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-04T20:32:09.837326] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-04T20:32:09.837458] [INFO ] [sig       ] BXMX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:09.974703] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BXMX.txt
[2025-12-04T20:32:09.974905] [INFO ] [sig       ] [557/3547] Completed BXMX in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:09.974945] [INFO ] [sig       ] [558/3547] Forecasting BXP...
[2025-12-04T20:32:09.974976] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-04T20:32:09.975004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-04T20:32:09.985897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-04T20:32:09.986201] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-04T20:32:09.986983] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-04T20:32:09.987033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:09.987064] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:09.987089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:09.987144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:10.042117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:10.042928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:10.043008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:10.043038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:10.161113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:10.161269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:10.161308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:10.161335] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:10.164651] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-04T20:32:10.164919] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-04T20:32:10.165041] [INFO ] [sig       ] BXP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:10.301145] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BXP.txt
[2025-12-04T20:32:10.301270] [INFO ] [sig       ] [558/3547] Completed BXP in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:10.301307] [INFO ] [sig       ] [559/3547] Forecasting BXSL...
[2025-12-04T20:32:10.301335] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-04T20:32:10.301363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-04T20:32:10.313103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-04T20:32:10.313440] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-04T20:32:10.314229] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-04T20:32:10.314278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:10.314308] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:10.314333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:10.314386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:10.369315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:10.370029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:10.370108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:10.370139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:10.485876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:10.486021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:10.486059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:10.486085] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:10.489519] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=53.11%)
[2025-12-04T20:32:10.489802] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-04T20:32:10.489928] [INFO ] [sig       ] BXSL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:10.632088] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BXSL.txt
[2025-12-04T20:32:10.632230] [INFO ] [sig       ] [559/3547] Completed BXSL in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-04T20:32:10.632267] [INFO ] [sig       ] [560/3547] Forecasting BYD...
[2025-12-04T20:32:10.632296] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-04T20:32:10.632325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-04T20:32:10.645832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-04T20:32:10.646233] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-04T20:32:10.647120] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-04T20:32:10.647173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:10.647205] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:10.647231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:10.647286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:10.706879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:10.707766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:10.707853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:10.707884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:10.841081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:10.841238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:10.841290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:10.841335] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:10.845493] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-04T20:32:10.845900] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-04T20:32:10.846048] [INFO ] [sig       ] BYD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:10.992229] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BYD.txt
[2025-12-04T20:32:10.992404] [INFO ] [sig       ] [560/3547] Completed BYD in 0.4s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:10.992446] [INFO ] [sig       ] [561/3547] Forecasting BYM...
[2025-12-04T20:32:10.992476] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-04T20:32:10.992508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-04T20:32:11.005217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-04T20:32:11.005793] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-04T20:32:11.006698] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-04T20:32:11.006752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:11.006824] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:11.006853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:11.006910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:11.063299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:11.064367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:11.064463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:11.064495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:11.183216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:11.183467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:11.183511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:11.183543] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:11.187389] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-12-04T20:32:11.187706] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-04T20:32:11.187839] [INFO ] [sig       ] BYM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:11.330822] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BYM.txt
[2025-12-04T20:32:11.331052] [INFO ] [sig       ] [561/3547] Completed BYM in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:11.331095] [INFO ] [sig       ] [562/3547] Forecasting BYRN...
[2025-12-04T20:32:11.331126] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-04T20:32:11.331156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-04T20:32:11.344988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-04T20:32:11.345515] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-04T20:32:11.346446] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-04T20:32:11.346500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:11.346533] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:11.346558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:11.346634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:11.402926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:11.403845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:11.403932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:11.403964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:11.527879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:11.528035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:11.528077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:11.528103] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:11.531661] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=34.28%)
[2025-12-04T20:32:11.531944] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-04T20:32:11.532074] [INFO ] [sig       ] BYRN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:11.669190] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BYRN.txt
[2025-12-04T20:32:11.669324] [INFO ] [sig       ] [562/3547] Completed BYRN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:11.669362] [INFO ] [sig       ] [563/3547] Forecasting BYSI...
[2025-12-04T20:32:11.669390] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-04T20:32:11.669418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-04T20:32:11.685159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-04T20:32:11.685691] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-04T20:32:11.686843] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-04T20:32:11.686913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:11.686962] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:11.687006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:11.687092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:11.754942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:11.755841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:11.755926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:11.755959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:11.867102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:11.867259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:11.867299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:11.867327] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:11.870803] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-04T20:32:11.871086] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-04T20:32:11.871216] [INFO ] [sig       ] BYSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:12.012433] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/BYSI.txt
[2025-12-04T20:32:12.012612] [INFO ] [sig       ] [563/3547] Completed BYSI in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:12.012656] [INFO ] [sig       ] [564/3547] Forecasting BZ...
[2025-12-04T20:32:12.012688] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-04T20:32:12.012718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-04T20:32:12.024164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-04T20:32:12.024498] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-04T20:32:12.025276] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-04T20:32:12.025328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:12.025360] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:12.025386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:12.025442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:12.081468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:12.082259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:12.082340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:12.082372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:12.217161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:12.217309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:12.217348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:12.217414] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:12.220864] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-12-04T20:32:12.221161] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-04T20:32:12.221296] [INFO ] [sig       ] BZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:12.359111] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BZ.txt
[2025-12-04T20:32:12.359241] [INFO ] [sig       ] [564/3547] Completed BZ in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:12.359279] [INFO ] [sig       ] [565/3547] Forecasting BZH...
[2025-12-04T20:32:12.359308] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-04T20:32:12.359336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-04T20:32:12.371183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-04T20:32:12.371522] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-04T20:32:12.372337] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-04T20:32:12.372388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:12.372431] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:12.372458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:12.372512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:12.430545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:12.431556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:12.431672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:12.431705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:12.547070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:12.547219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:12.547257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:12.547284] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:12.550663] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-12-04T20:32:12.550933] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-04T20:32:12.551056] [INFO ] [sig       ] BZH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:12.688701] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BZH.txt
[2025-12-04T20:32:12.688841] [INFO ] [sig       ] [565/3547] Completed BZH in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:12.688880] [INFO ] [sig       ] [566/3547] Forecasting BZUN...
[2025-12-04T20:32:12.688911] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-04T20:32:12.688941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-04T20:32:12.700210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-04T20:32:12.700597] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-04T20:32:12.701376] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-04T20:32:12.701428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:12.701459] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:12.701486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:12.701543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:12.757459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:12.758316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:12.758399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:12.758432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:12.881561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:12.881730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:12.881769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:12.881796] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:12.885135] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-04T20:32:12.885399] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-04T20:32:12.885526] [INFO ] [sig       ] BZUN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:13.024622] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/BZUN.txt
[2025-12-04T20:32:13.024842] [INFO ] [sig       ] [566/3547] Completed BZUN in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:13.024883] [INFO ] [sig       ] [567/3547] Forecasting C...
[2025-12-04T20:32:13.024915] [INFO ] [sig       ] Generating forecast for: C
[2025-12-04T20:32:13.024946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-04T20:32:13.038341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-04T20:32:13.038911] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-04T20:32:13.039847] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-04T20:32:13.039898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:13.039930] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:13.039955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:13.040011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:13.096935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:13.098156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:13.098332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:13.098369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:13.227124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:13.227392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:13.227460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:13.227497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:13.232060] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-04T20:32:13.232525] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-04T20:32:13.232735] [INFO ] [sig       ] C: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:13.380529] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/C.txt
[2025-12-04T20:32:13.380778] [INFO ] [sig       ] [567/3547] Completed C in 0.4s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:13.380837] [INFO ] [sig       ] [568/3547] Forecasting CAAP...
[2025-12-04T20:32:13.380869] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-04T20:32:13.380900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-04T20:32:13.394985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-04T20:32:13.395508] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-04T20:32:13.396405] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-04T20:32:13.396460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:13.396491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:13.396517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:13.396590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:13.454347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:13.455218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:13.455303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:13.455333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:13.577356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:13.577513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:13.577554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:13.577599] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:13.581010] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-04T20:32:13.581281] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-04T20:32:13.581407] [INFO ] [sig       ] CAAP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:13.717617] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CAAP.txt
[2025-12-04T20:32:13.717738] [INFO ] [sig       ] [568/3547] Completed CAAP in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:13.717783] [INFO ] [sig       ] [569/3547] Forecasting CAAS...
[2025-12-04T20:32:13.717813] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-04T20:32:13.717842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-04T20:32:13.730495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-04T20:32:13.730963] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-04T20:32:13.731926] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-04T20:32:13.731980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:13.732013] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:13.732040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:13.732095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:13.794339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:13.795343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:13.795433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:13.795465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:13.905416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:13.905605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:13.905647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:13.905675] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:13.909197] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-12-04T20:32:13.909487] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-04T20:32:13.909638] [INFO ] [sig       ] CAAS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:14.050783] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CAAS.txt
[2025-12-04T20:32:14.050916] [INFO ] [sig       ] [569/3547] Completed CAAS in 0.3s | 2.92 sym/s | Total: 3.2m | ETA: 17.0m
[2025-12-04T20:32:14.050954] [INFO ] [sig       ] [570/3547] Forecasting CABA...
[2025-12-04T20:32:14.050983] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-04T20:32:14.051012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-04T20:32:14.061859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-04T20:32:14.062103] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-04T20:32:14.062865] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-04T20:32:14.062913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:14.062943] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:14.062968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:14.063022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:14.118346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:14.118936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:14.119008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:14.119039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:14.233913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:14.234022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:14.234056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:14.234083] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:14.237150] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=69.59%)
[2025-12-04T20:32:14.237405] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-04T20:32:14.237542] [INFO ] [sig       ] CABA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:14.376488] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CABA.txt
[2025-12-04T20:32:14.376623] [INFO ] [sig       ] [570/3547] Completed CABA in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-04T20:32:14.376662] [INFO ] [sig       ] [571/3547] Forecasting CABO...
[2025-12-04T20:32:14.376690] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-04T20:32:14.376717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-04T20:32:14.392928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-04T20:32:14.393426] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-04T20:32:14.394696] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-04T20:32:14.394765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:14.394816] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:14.394864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:14.394952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:14.468061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:14.469058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:14.469190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:14.469224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:14.591456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:14.591664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:14.591709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:14.591749] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:14.595346] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-12-04T20:32:14.595644] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-04T20:32:14.595773] [INFO ] [sig       ] CABO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:14.733507] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CABO.txt
[2025-12-04T20:32:14.733664] [INFO ] [sig       ] [571/3547] Completed CABO in 0.4s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-04T20:32:14.733702] [INFO ] [sig       ] [572/3547] Forecasting CAC...
[2025-12-04T20:32:14.733731] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-04T20:32:14.733758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-04T20:32:14.745140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-04T20:32:14.745402] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-04T20:32:14.746175] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-04T20:32:14.746223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:14.746252] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:14.746277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:14.746330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:14.802471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:14.803229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:14.803311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:14.803342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:14.921286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:14.921447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:14.921485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:14.921529] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:14.924853] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=66.98%)
[2025-12-04T20:32:14.925114] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-04T20:32:14.925232] [INFO ] [sig       ] CAC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:15.073332] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CAC.txt
[2025-12-04T20:32:15.073493] [INFO ] [sig       ] [572/3547] Completed CAC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-04T20:32:15.073532] [INFO ] [sig       ] [573/3547] Forecasting CACC...
[2025-12-04T20:32:15.073560] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-04T20:32:15.073610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-04T20:32:15.085154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-04T20:32:15.085425] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-04T20:32:15.086204] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-04T20:32:15.086254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:15.086283] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:15.086309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:15.086362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:15.141183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:15.141933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:15.142015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:15.142046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:15.260011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:15.260163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:15.260202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:15.260228] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:15.263501] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-04T20:32:15.263787] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-04T20:32:15.263908] [INFO ] [sig       ] CACC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:15.399529] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CACC.txt
[2025-12-04T20:32:15.399692] [INFO ] [sig       ] [573/3547] Completed CACC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-04T20:32:15.399739] [INFO ] [sig       ] [574/3547] Forecasting CACI...
[2025-12-04T20:32:15.399768] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-04T20:32:15.399795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-04T20:32:15.410923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-04T20:32:15.411213] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-04T20:32:15.411975] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-04T20:32:15.412024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:15.412055] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:15.412080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:15.412139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:15.467560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:15.468180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:15.468269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:15.468324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:15.581989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:15.582157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:15.582195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:15.582222] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:15.585553] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-04T20:32:15.585870] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-04T20:32:15.586023] [INFO ] [sig       ] CACI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:15.724017] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CACI.txt
[2025-12-04T20:32:15.724206] [INFO ] [sig       ] [574/3547] Completed CACI in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-04T20:32:15.724246] [INFO ] [sig       ] [575/3547] Forecasting CADE...
[2025-12-04T20:32:15.724275] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-04T20:32:15.724303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-04T20:32:15.735713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-04T20:32:15.736081] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-04T20:32:15.736857] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-04T20:32:15.736907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:15.736937] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:15.736963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:15.737016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:15.792501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:15.793342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:15.793422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:15.793453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:15.911471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:15.911649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:15.911690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:15.911717] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:15.914986] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=83.23%)
[2025-12-04T20:32:15.915253] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-04T20:32:15.915375] [INFO ] [sig       ] CADE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:16.052061] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CADE.txt
[2025-12-04T20:32:16.052199] [INFO ] [sig       ] [575/3547] Completed CADE in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-04T20:32:16.052237] [INFO ] [sig       ] [576/3547] Forecasting CADL...
[2025-12-04T20:32:16.052265] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-04T20:32:16.052294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-04T20:32:16.063466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-04T20:32:16.063805] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-04T20:32:16.064537] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-04T20:32:16.064614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:16.064645] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:16.064684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:16.064739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:16.119730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:16.120536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:16.120639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:16.120675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:16.239546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:16.239751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:16.239791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:16.239817] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:16.243222] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-04T20:32:16.243569] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-04T20:32:16.243726] [INFO ] [sig       ] CADL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:16.382205] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CADL.txt
[2025-12-04T20:32:16.382362] [INFO ] [sig       ] [576/3547] Completed CADL in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-04T20:32:16.382398] [INFO ] [sig       ] [577/3547] Forecasting CAE...
[2025-12-04T20:32:16.382426] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-04T20:32:16.382454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-04T20:32:16.395090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-04T20:32:16.395461] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-04T20:32:16.396234] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-04T20:32:16.396284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:16.396315] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:16.396340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:16.396394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:16.452110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:16.452971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:16.453052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:16.453082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:16.572272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:16.572418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:16.572456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:16.572483] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:16.575731] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2025-12-04T20:32:16.575987] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-04T20:32:16.576100] [INFO ] [sig       ] CAE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:16.724471] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CAE.txt
[2025-12-04T20:32:16.724736] [INFO ] [sig       ] [577/3547] Completed CAE in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:16.724780] [INFO ] [sig       ] [578/3547] Forecasting CAF...
[2025-12-04T20:32:16.724811] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-04T20:32:16.724841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-04T20:32:16.742140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-04T20:32:16.742721] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-04T20:32:16.743920] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-04T20:32:16.743984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:16.744070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:16.744110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:16.744194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:16.807862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:16.808897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:16.808985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:16.809016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:16.926289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:16.926500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:16.926546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:16.926591] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:16.930146] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-12-04T20:32:16.930460] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-04T20:32:16.930628] [INFO ] [sig       ] CAF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:17.068019] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CAF.txt
[2025-12-04T20:32:17.068173] [INFO ] [sig       ] [578/3547] Completed CAF in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:17.068210] [INFO ] [sig       ] [579/3547] Forecasting CAG...
[2025-12-04T20:32:17.068237] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-04T20:32:17.068264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-04T20:32:17.080304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-04T20:32:17.080721] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-04T20:32:17.081517] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-04T20:32:17.081588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:17.081622] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:17.081647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:17.081701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:17.138233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:17.139124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:17.139206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:17.139237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:17.260353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:17.260604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:17.260654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:17.260719] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:17.264804] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-12-04T20:32:17.265119] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-04T20:32:17.265264] [INFO ] [sig       ] CAG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:17.407004] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CAG.txt
[2025-12-04T20:32:17.407250] [INFO ] [sig       ] [579/3547] Completed CAG in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:17.407315] [INFO ] [sig       ] [580/3547] Forecasting CAH...
[2025-12-04T20:32:17.407350] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-04T20:32:17.407391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-04T20:32:17.421321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-04T20:32:17.421702] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-04T20:32:17.422470] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-04T20:32:17.422521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:17.422551] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:17.422594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:17.422650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:17.477627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:17.478213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:17.478306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:17.478338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:17.595898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:17.596057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:17.596096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:17.596122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:17.599439] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-04T20:32:17.599719] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-04T20:32:17.599844] [INFO ] [sig       ] CAH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:17.735075] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CAH.txt
[2025-12-04T20:32:17.735187] [INFO ] [sig       ] [580/3547] Completed CAH in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:17.735222] [INFO ] [sig       ] [581/3547] Forecasting CAKE...
[2025-12-04T20:32:17.735251] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-04T20:32:17.735279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-04T20:32:17.746399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-04T20:32:17.746673] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-04T20:32:17.747411] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-04T20:32:17.747461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:17.747491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:17.747517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:17.747589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:17.802698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:17.803311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:17.803385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:17.803416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:17.921356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:17.921495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:17.921533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:17.921561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:17.924963] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-04T20:32:17.925230] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-04T20:32:17.925354] [INFO ] [sig       ] CAKE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:18.062086] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CAKE.txt
[2025-12-04T20:32:18.062224] [INFO ] [sig       ] [581/3547] Completed CAKE in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:18.062260] [INFO ] [sig       ] [582/3547] Forecasting CAL...
[2025-12-04T20:32:18.062288] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-04T20:32:18.062317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-04T20:32:18.073708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-04T20:32:18.073999] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-04T20:32:18.074746] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-04T20:32:18.074797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:18.074829] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:18.074858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:18.074912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:18.131801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:18.132664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:18.132746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:18.132779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:18.251075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:18.251230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:18.251268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:18.251294] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:18.254980] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2025-12-04T20:32:18.255246] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-04T20:32:18.255367] [INFO ] [sig       ] CAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:18.391906] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CAL.txt
[2025-12-04T20:32:18.392028] [INFO ] [sig       ] [582/3547] Completed CAL in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:18.392064] [INFO ] [sig       ] [583/3547] Forecasting CALC...
[2025-12-04T20:32:18.392092] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-04T20:32:18.392120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-04T20:32:18.402888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-04T20:32:18.403164] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-04T20:32:18.403922] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-04T20:32:18.403971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:18.404000] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:18.404025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:18.404079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:18.459389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:18.460125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:18.460203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:18.460234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:18.570468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:18.570649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:18.570706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:18.570743] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:18.574258] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-04T20:32:18.574545] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-04T20:32:18.574703] [INFO ] [sig       ] CALC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:18.714764] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CALC.txt
[2025-12-04T20:32:18.714927] [INFO ] [sig       ] [583/3547] Completed CALC in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:18.714966] [INFO ] [sig       ] [584/3547] Forecasting CALX...
[2025-12-04T20:32:18.714995] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-04T20:32:18.715023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-04T20:32:18.726904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-04T20:32:18.727204] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-04T20:32:18.727988] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-04T20:32:18.728036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:18.728066] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:18.728092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:18.728146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:18.783612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:18.784297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:18.784374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:18.784404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:18.906297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:18.906442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:18.906480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:18.906506] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:18.909768] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-04T20:32:18.910028] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-04T20:32:18.910141] [INFO ] [sig       ] CALX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:19.045268] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CALX.txt
[2025-12-04T20:32:19.045416] [INFO ] [sig       ] [584/3547] Completed CALX in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:19.045454] [INFO ] [sig       ] [585/3547] Forecasting CAPL...
[2025-12-04T20:32:19.045482] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-04T20:32:19.045510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-04T20:32:19.056646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-04T20:32:19.056918] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-04T20:32:19.057680] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-04T20:32:19.057729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:19.057759] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:19.057784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:19.057842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:19.112456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:19.113100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:19.113173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:19.113204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:19.232385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:19.232504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:19.232542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:19.232588] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:19.235864] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-04T20:32:19.236121] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-04T20:32:19.236239] [INFO ] [sig       ] CAPL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:19.372473] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CAPL.txt
[2025-12-04T20:32:19.372610] [INFO ] [sig       ] [585/3547] Completed CAPL in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:19.372647] [INFO ] [sig       ] [586/3547] Forecasting CARE...
[2025-12-04T20:32:19.372675] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-04T20:32:19.372704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-04T20:32:19.384556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-04T20:32:19.384934] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-04T20:32:19.385715] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-04T20:32:19.385765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:19.385795] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:19.385820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:19.385874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:19.444272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:19.445187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:19.445266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:19.445298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:19.562274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:19.562429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:19.562468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:19.562494] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:19.565789] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-04T20:32:19.566049] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-04T20:32:19.566167] [INFO ] [sig       ] CARE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:19.702340] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CARE.txt
[2025-12-04T20:32:19.702460] [INFO ] [sig       ] [586/3547] Completed CARE in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:19.702496] [INFO ] [sig       ] [587/3547] Forecasting CARG...
[2025-12-04T20:32:19.702523] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-04T20:32:19.702551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-04T20:32:19.715267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-04T20:32:19.715617] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-04T20:32:19.716441] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-04T20:32:19.716492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:19.716523] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:19.716549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:19.716623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:19.774849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:19.775712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:19.775797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:19.775829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:19.898590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:19.898744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:19.898784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:19.898811] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:19.902134] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-12-04T20:32:19.902405] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-04T20:32:19.902550] [INFO ] [sig       ] CARG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:20.041483] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CARG.txt
[2025-12-04T20:32:20.041648] [INFO ] [sig       ] [587/3547] Completed CARG in 0.3s | 2.92 sym/s | Total: 3.3m | ETA: 16.9m
[2025-12-04T20:32:20.041689] [INFO ] [sig       ] [588/3547] Forecasting CARS...
[2025-12-04T20:32:20.041726] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-04T20:32:20.041766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-04T20:32:20.053773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-04T20:32:20.054172] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-04T20:32:20.054973] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-04T20:32:20.055024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:20.055053] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:20.055079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:20.055132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:20.115993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:20.117224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:20.117387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:20.117422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:20.240257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:20.240507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:20.240556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:20.240606] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:20.244424] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-04T20:32:20.244747] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-04T20:32:20.244881] [INFO ] [sig       ] CARS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:20.388773] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CARS.txt
[2025-12-04T20:32:20.388989] [INFO ] [sig       ] [588/3547] Completed CARS in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-04T20:32:20.389030] [INFO ] [sig       ] [589/3547] Forecasting CASH...
[2025-12-04T20:32:20.389060] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-04T20:32:20.389100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-04T20:32:20.402594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-04T20:32:20.403056] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-04T20:32:20.403863] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-04T20:32:20.403929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:20.403960] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:20.403985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:20.404040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:20.460022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:20.460830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:20.460916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:20.460948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:20.574661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:20.574818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:20.574858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:20.574885] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:20.578241] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-12-04T20:32:20.578541] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-04T20:32:20.578690] [INFO ] [sig       ] CASH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:20.715322] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CASH.txt
[2025-12-04T20:32:20.715464] [INFO ] [sig       ] [589/3547] Completed CASH in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-04T20:32:20.715500] [INFO ] [sig       ] [590/3547] Forecasting CASS...
[2025-12-04T20:32:20.715528] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-04T20:32:20.715556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-04T20:32:20.726512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-04T20:32:20.726878] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-04T20:32:20.727660] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-04T20:32:20.727710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:20.727740] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:20.727765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:20.727818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:20.783683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:20.784410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:20.784492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:20.784524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:20.906566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:20.906745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:20.906784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:20.906813] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:20.910277] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=56.98%)
[2025-12-04T20:32:20.910542] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-04T20:32:20.910680] [INFO ] [sig       ] CASS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:21.053214] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CASS.txt
[2025-12-04T20:32:21.053379] [INFO ] [sig       ] [590/3547] Completed CASS in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-04T20:32:21.053416] [INFO ] [sig       ] [591/3547] Forecasting CASY...
[2025-12-04T20:32:21.053445] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-04T20:32:21.053471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-04T20:32:21.065362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-04T20:32:21.065747] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-04T20:32:21.066512] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-04T20:32:21.066562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:21.066614] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:21.066641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:21.066695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:21.122753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:21.123663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:21.123746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:21.123777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:21.243867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:21.244024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:21.244062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:21.244091] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:21.247390] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=82.87%)
[2025-12-04T20:32:21.247672] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-04T20:32:21.247796] [INFO ] [sig       ] CASY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:21.387748] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CASY.txt
[2025-12-04T20:32:21.387962] [INFO ] [sig       ] [591/3547] Completed CASY in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-04T20:32:21.388001] [INFO ] [sig       ] [592/3547] Forecasting CATH...
[2025-12-04T20:32:21.388030] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-04T20:32:21.388058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-04T20:32:21.398752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-04T20:32:21.399133] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-04T20:32:21.399927] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-04T20:32:21.399978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:21.400010] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:21.400037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:21.400094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:21.457378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:21.458251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:21.458367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:21.458399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:21.577794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:21.577942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:21.577981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:21.578007] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:21.581302] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-12-04T20:32:21.581558] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-04T20:32:21.581695] [INFO ] [sig       ] CATH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:21.717742] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CATH.txt
[2025-12-04T20:32:21.717890] [INFO ] [sig       ] [592/3547] Completed CATH in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:21.717934] [INFO ] [sig       ] [593/3547] Forecasting CATO...
[2025-12-04T20:32:21.717963] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-04T20:32:21.717992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-04T20:32:21.729198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-04T20:32:21.729531] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-04T20:32:21.730391] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-04T20:32:21.730443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:21.730474] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:21.730499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:21.730553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:21.786836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:21.787511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:21.787608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:21.787642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:21.908039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:21.908199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:21.908238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:21.908264] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:21.911701] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-04T20:32:21.911962] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-04T20:32:21.912083] [INFO ] [sig       ] CATO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:22.048687] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CATO.txt
[2025-12-04T20:32:22.048834] [INFO ] [sig       ] [593/3547] Completed CATO in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:22.048872] [INFO ] [sig       ] [594/3547] Forecasting CATY...
[2025-12-04T20:32:22.048901] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-04T20:32:22.048929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-04T20:32:22.059639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-04T20:32:22.059958] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-04T20:32:22.060715] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-04T20:32:22.060763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:22.060794] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:22.060819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:22.060873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:22.116112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:22.116833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:22.116911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:22.116944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:22.236271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:22.236427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:22.236465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:22.236493] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:22.239943] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=14.91%)
[2025-12-04T20:32:22.240230] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-04T20:32:22.240352] [INFO ] [sig       ] CATY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:22.376404] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CATY.txt
[2025-12-04T20:32:22.376534] [INFO ] [sig       ] [594/3547] Completed CATY in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:22.376586] [INFO ] [sig       ] [595/3547] Forecasting CAVA...
[2025-12-04T20:32:22.376618] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-04T20:32:22.376647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-04T20:32:22.391289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-04T20:32:22.391636] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-04T20:32:22.392377] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-04T20:32:22.392426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:22.392490] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:22.392517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:22.392588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:22.446700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:22.447413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:22.447492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:22.447522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:22.568853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:22.569010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:22.569049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:22.569076] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:22.572344] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: UP (p=69.78%)
[2025-12-04T20:32:22.572619] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-04T20:32:22.572738] [INFO ] [sig       ] CAVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:22.707555] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CAVA.txt
[2025-12-04T20:32:22.707716] [INFO ] [sig       ] [595/3547] Completed CAVA in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:22.707753] [INFO ] [sig       ] [596/3547] Forecasting CB...
[2025-12-04T20:32:22.707780] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-04T20:32:22.707809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-04T20:32:22.719548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-04T20:32:22.719872] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-04T20:32:22.720677] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-04T20:32:22.720727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:22.720757] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:22.720782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:22.720836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:22.776543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:22.777183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:22.777261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:22.777292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:22.897953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:22.898104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:22.898163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:22.898191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:22.901530] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-12-04T20:32:22.901807] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-04T20:32:22.901926] [INFO ] [sig       ] CB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:23.043886] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CB.txt
[2025-12-04T20:32:23.044014] [INFO ] [sig       ] [596/3547] Completed CB in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:23.044050] [INFO ] [sig       ] [597/3547] Forecasting CBAN...
[2025-12-04T20:32:23.044078] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-04T20:32:23.044107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-04T20:32:23.055236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-04T20:32:23.055518] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-04T20:32:23.056312] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-04T20:32:23.056363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:23.056395] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:23.056422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:23.056478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:23.115362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:23.116138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:23.116218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:23.116250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:23.232872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:23.233015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:23.233052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:23.233078] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:23.236259] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-04T20:32:23.236516] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-04T20:32:23.236648] [INFO ] [sig       ] CBAN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:23.375947] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CBAN.txt
[2025-12-04T20:32:23.376068] [INFO ] [sig       ] [597/3547] Completed CBAN in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:23.376103] [INFO ] [sig       ] [598/3547] Forecasting CBL...
[2025-12-04T20:32:23.376130] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-04T20:32:23.376160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-04T20:32:23.386916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-04T20:32:23.387186] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-04T20:32:23.387935] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-04T20:32:23.387984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:23.388017] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:23.388044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:23.388097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:23.445295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:23.446217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:23.446304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:23.446337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:23.564209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:23.564354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:23.564393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:23.564419] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:23.567731] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=46.58%)
[2025-12-04T20:32:23.567990] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-04T20:32:23.568107] [INFO ] [sig       ] CBL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:23.704301] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CBL.txt
[2025-12-04T20:32:23.704416] [INFO ] [sig       ] [598/3547] Completed CBL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:23.704452] [INFO ] [sig       ] [599/3547] Forecasting CBRE...
[2025-12-04T20:32:23.704480] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-04T20:32:23.704512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-04T20:32:23.715804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-04T20:32:23.716079] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-04T20:32:23.716846] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-04T20:32:23.716895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:23.716924] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:23.716949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:23.717002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:23.775661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:23.776320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:23.776402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:23.776433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:23.892547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:23.892701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:23.892738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:23.892765] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:23.896005] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-12-04T20:32:23.896262] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-04T20:32:23.896398] [INFO ] [sig       ] CBRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:24.033530] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CBRE.txt
[2025-12-04T20:32:24.033678] [INFO ] [sig       ] [599/3547] Completed CBRE in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:24.033715] [INFO ] [sig       ] [600/3547] Forecasting CBRL...
[2025-12-04T20:32:24.033756] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-04T20:32:24.033786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-04T20:32:24.044640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-04T20:32:24.044917] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-04T20:32:24.045670] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-04T20:32:24.045718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:24.045759] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:24.045785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:24.045840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:24.101725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:24.102298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:24.102370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:24.102400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:24.225196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:24.225347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:24.225384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:24.225410] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:24.229027] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-04T20:32:24.229294] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-04T20:32:24.229411] [INFO ] [sig       ] CBRL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:24.366140] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CBRL.txt
[2025-12-04T20:32:24.366256] [INFO ] [sig       ] [600/3547] Completed CBRL in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:24.366292] [INFO ] [sig       ] [601/3547] Forecasting CBSH...
[2025-12-04T20:32:24.366320] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-04T20:32:24.366348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-04T20:32:24.377432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-04T20:32:24.377715] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-04T20:32:24.378474] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-04T20:32:24.378531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:24.378560] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:24.378604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:24.378659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:24.434269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:24.434932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:24.435006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:24.435038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:24.553494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:24.553672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:24.553716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:24.553742] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:24.557059] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-04T20:32:24.557325] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-04T20:32:24.557438] [INFO ] [sig       ] CBSH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:24.693416] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CBSH.txt
[2025-12-04T20:32:24.693538] [INFO ] [sig       ] [601/3547] Completed CBSH in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:24.693592] [INFO ] [sig       ] [602/3547] Forecasting CBUS...
[2025-12-04T20:32:24.693622] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-04T20:32:24.693650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-04T20:32:24.704715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-04T20:32:24.704999] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-04T20:32:24.705760] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-04T20:32:24.705809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:24.705840] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:24.705865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:24.705919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:24.761419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:24.762110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:24.762184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:24.762215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:24.881721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:24.881863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:24.881899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:24.881926] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:24.885609] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-04T20:32:24.885868] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-04T20:32:24.885985] [INFO ] [sig       ] CBUS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:25.032736] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CBUS.txt
[2025-12-04T20:32:25.032950] [INFO ] [sig       ] [602/3547] Completed CBUS in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:25.032993] [INFO ] [sig       ] [603/3547] Forecasting CBZ...
[2025-12-04T20:32:25.033021] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-04T20:32:25.033052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-04T20:32:25.046674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-04T20:32:25.047209] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-04T20:32:25.048151] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-04T20:32:25.048204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:25.048236] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:25.048261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:25.048375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:25.108646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:25.109874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:25.109990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:25.110021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:25.231100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:25.231289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:25.231334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:25.231362] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:25.235040] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-04T20:32:25.235330] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-04T20:32:25.235459] [INFO ] [sig       ] CBZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:25.370673] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CBZ.txt
[2025-12-04T20:32:25.370789] [INFO ] [sig       ] [603/3547] Completed CBZ in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:25.370827] [INFO ] [sig       ] [604/3547] Forecasting CC...
[2025-12-04T20:32:25.370860] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-04T20:32:25.370889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-04T20:32:25.382643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-04T20:32:25.382913] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-04T20:32:25.383717] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-04T20:32:25.383766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:25.383795] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:25.383820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:25.383873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:25.438555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:25.439157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:25.439233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:25.439263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:25.559796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:25.559957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:25.560001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:25.560030] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:25.563316] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-04T20:32:25.563592] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-04T20:32:25.563710] [INFO ] [sig       ] CC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:25.698937] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CC.txt
[2025-12-04T20:32:25.699054] [INFO ] [sig       ] [604/3547] Completed CC in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:25.699089] [INFO ] [sig       ] [605/3547] Forecasting CCAP...
[2025-12-04T20:32:25.699117] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-04T20:32:25.699144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-04T20:32:25.714105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-04T20:32:25.714721] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-04T20:32:25.715671] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-04T20:32:25.715724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:25.715835] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:25.715892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:25.715961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:25.774136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:25.775350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:25.775450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:25.775533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:25.896761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:25.896998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:25.897043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:25.897073] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:25.900970] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-04T20:32:25.901319] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-04T20:32:25.901465] [INFO ] [sig       ] CCAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:26.043406] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCAP.txt
[2025-12-04T20:32:26.043646] [INFO ] [sig       ] [605/3547] Completed CCAP in 0.3s | 2.93 sym/s | Total: 3.4m | ETA: 16.8m
[2025-12-04T20:32:26.043691] [INFO ] [sig       ] [606/3547] Forecasting CCB...
[2025-12-04T20:32:26.043721] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-04T20:32:26.043753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-04T20:32:26.061030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-04T20:32:26.061608] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-04T20:32:26.062521] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-04T20:32:26.062589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:26.062623] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:26.062648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:26.062704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:26.120176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:26.121367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:26.121470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:26.121503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:26.246232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:26.246467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:26.246515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:26.246546] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:26.250803] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-04T20:32:26.251266] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-04T20:32:26.251443] [INFO ] [sig       ] CCB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:26.393126] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCB.txt
[2025-12-04T20:32:26.393358] [INFO ] [sig       ] [606/3547] Completed CCB in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-04T20:32:26.393429] [INFO ] [sig       ] [607/3547] Forecasting CCBG...
[2025-12-04T20:32:26.393462] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-04T20:32:26.393493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-04T20:32:26.406753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-04T20:32:26.407235] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-04T20:32:26.408087] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-04T20:32:26.408139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:26.408168] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:26.408193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:26.408247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:26.466527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:26.467603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:26.467695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:26.467727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:26.585882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:26.586044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:26.586083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:26.586128] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:26.589503] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-04T20:32:26.589786] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-04T20:32:26.589909] [INFO ] [sig       ] CCBG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:26.730282] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCBG.txt
[2025-12-04T20:32:26.730440] [INFO ] [sig       ] [607/3547] Completed CCBG in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-04T20:32:26.730483] [INFO ] [sig       ] [608/3547] Forecasting CCCC...
[2025-12-04T20:32:26.730514] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-04T20:32:26.730542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-04T20:32:26.743500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-04T20:32:26.743905] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-04T20:32:26.744705] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-04T20:32:26.744756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:26.744787] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:26.744813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:26.744867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:26.802747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:26.803453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:26.803532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:26.803564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:26.926195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:26.926368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:26.926420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:26.926447] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:26.929994] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-04T20:32:26.930277] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-04T20:32:26.930408] [INFO ] [sig       ] CCCC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:27.070085] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCCC.txt
[2025-12-04T20:32:27.070249] [INFO ] [sig       ] [608/3547] Completed CCCC in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:27.070288] [INFO ] [sig       ] [609/3547] Forecasting CCD...
[2025-12-04T20:32:27.070316] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-04T20:32:27.070346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-04T20:32:27.081707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-04T20:32:27.081994] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-04T20:32:27.082851] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-04T20:32:27.082902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:27.082933] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:27.082958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:27.083012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:27.141586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:27.142345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:27.142430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:27.142479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:27.265773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:27.265936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:27.265977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:27.266004] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:27.269608] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-04T20:32:27.269899] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-04T20:32:27.270028] [INFO ] [sig       ] CCD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:27.412760] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCD.txt
[2025-12-04T20:32:27.412903] [INFO ] [sig       ] [609/3547] Completed CCD in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:27.412941] [INFO ] [sig       ] [610/3547] Forecasting CCEC...
[2025-12-04T20:32:27.412969] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-04T20:32:27.412998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-04T20:32:27.425591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-04T20:32:27.425925] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-04T20:32:27.426735] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-04T20:32:27.426793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:27.426829] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:27.426855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:27.426911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:27.484392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:27.485089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:27.485165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:27.485197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:27.593448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:27.593611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:27.593652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:27.593679] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:27.597039] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-04T20:32:27.597305] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-04T20:32:27.597425] [INFO ] [sig       ] CCEC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:27.738319] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CCEC.txt
[2025-12-04T20:32:27.738462] [INFO ] [sig       ] [610/3547] Completed CCEC in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:27.738502] [INFO ] [sig       ] [611/3547] Forecasting CCI...
[2025-12-04T20:32:27.738531] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-04T20:32:27.738560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-04T20:32:27.750849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-04T20:32:27.751243] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-04T20:32:27.752063] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-04T20:32:27.752114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:27.752145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:27.752198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:27.752254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:27.808800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:27.809726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:27.809812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:27.809844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:27.930385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:27.930550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:27.930606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:27.930635] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:27.933962] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-04T20:32:27.934237] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-04T20:32:27.934361] [INFO ] [sig       ] CCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:28.073331] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCI.txt
[2025-12-04T20:32:28.073490] [INFO ] [sig       ] [611/3547] Completed CCI in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:28.073530] [INFO ] [sig       ] [612/3547] Forecasting CCIF...
[2025-12-04T20:32:28.073561] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-04T20:32:28.073610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-04T20:32:28.085279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-04T20:32:28.085658] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-04T20:32:28.086478] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-04T20:32:28.086530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:28.086614] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:28.086644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:28.086699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:28.145760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:28.146929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:28.147022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:28.147056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:28.270019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:28.270260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:28.270306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:28.270335] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:28.274448] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-04T20:32:28.274774] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-04T20:32:28.274925] [INFO ] [sig       ] CCIF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:28.422823] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCIF.txt
[2025-12-04T20:32:28.423064] [INFO ] [sig       ] [612/3547] Completed CCIF in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:28.423111] [INFO ] [sig       ] [613/3547] Forecasting CCJ...
[2025-12-04T20:32:28.423142] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-04T20:32:28.423172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-04T20:32:28.437081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-04T20:32:28.437555] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-04T20:32:28.438521] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-04T20:32:28.438598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:28.438634] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:28.438660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:28.438714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:28.498507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:28.499527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:28.499634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:28.499669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:28.624984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:28.625148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:28.625189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:28.625217] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:28.628810] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-04T20:32:28.629115] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-04T20:32:28.629251] [INFO ] [sig       ] CCJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:28.774214] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCJ.txt
[2025-12-04T20:32:28.774377] [INFO ] [sig       ] [613/3547] Completed CCJ in 0.4s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:28.774433] [INFO ] [sig       ] [614/3547] Forecasting CCK...
[2025-12-04T20:32:28.774481] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-04T20:32:28.774513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-04T20:32:28.787712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-04T20:32:28.788365] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-04T20:32:28.789312] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-04T20:32:28.789365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:28.789398] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:28.789425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:28.789483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:28.845888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:28.846851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:28.846953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:28.846987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:28.969881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:28.970114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:28.970164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:28.970195] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:28.974064] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-04T20:32:28.974374] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-04T20:32:28.974513] [INFO ] [sig       ] CCK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:29.118882] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCK.txt
[2025-12-04T20:32:29.119077] [INFO ] [sig       ] [614/3547] Completed CCK in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:29.119118] [INFO ] [sig       ] [615/3547] Forecasting CCL...
[2025-12-04T20:32:29.119145] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-04T20:32:29.119175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-04T20:32:29.132322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-04T20:32:29.132775] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-04T20:32:29.133730] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-04T20:32:29.133780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:29.133811] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:29.133835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:29.133889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:29.191557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:29.192627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:29.192721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:29.192752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:29.323515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:29.323771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:29.323817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:29.323891] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:29.327635] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-04T20:32:29.327939] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-04T20:32:29.328081] [INFO ] [sig       ] CCL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:29.471719] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCL.txt
[2025-12-04T20:32:29.471959] [INFO ] [sig       ] [615/3547] Completed CCL in 0.4s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:29.472023] [INFO ] [sig       ] [616/3547] Forecasting CCLD...
[2025-12-04T20:32:29.472058] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-04T20:32:29.472088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-04T20:32:29.485403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-04T20:32:29.485777] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-04T20:32:29.486539] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-04T20:32:29.486608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:29.486640] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:29.486665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:29.486719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:29.541448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:29.542170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:29.542247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:29.542277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:29.661090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:29.661246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:29.661283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:29.661309] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:29.664564] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-04T20:32:29.664836] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-04T20:32:29.664953] [INFO ] [sig       ] CCLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:29.803669] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCLD.txt
[2025-12-04T20:32:29.803945] [INFO ] [sig       ] [616/3547] Completed CCLD in 0.3s | 2.93 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:29.803997] [INFO ] [sig       ] [617/3547] Forecasting CCNE...
[2025-12-04T20:32:29.804028] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-04T20:32:29.804068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-04T20:32:29.818985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-04T20:32:29.819658] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-04T20:32:29.820689] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-04T20:32:29.820741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:29.820773] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:29.820800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:29.820861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:29.879140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:29.880347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:29.880448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:29.880482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:30.007352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:30.007605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:30.007655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:30.007682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:30.011932] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-04T20:32:30.012271] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-04T20:32:30.012417] [INFO ] [sig       ] CCNE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:30.155517] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCNE.txt
[2025-12-04T20:32:30.155746] [INFO ] [sig       ] [617/3547] Completed CCNE in 0.4s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:30.155788] [INFO ] [sig       ] [618/3547] Forecasting CCO...
[2025-12-04T20:32:30.155817] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-04T20:32:30.155848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-04T20:32:30.170106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-04T20:32:30.170738] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-04T20:32:30.171868] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-04T20:32:30.171918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:30.171950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:30.171974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:30.172029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:30.229518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:30.230709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:30.230845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:30.230880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:30.357448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:30.357697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:30.357743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:30.357772] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:30.361635] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=38.12%)
[2025-12-04T20:32:30.361976] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-04T20:32:30.362113] [INFO ] [sig       ] CCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:30.505354] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCO.txt
[2025-12-04T20:32:30.505594] [INFO ] [sig       ] [618/3547] Completed CCO in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:30.505640] [INFO ] [sig       ] [619/3547] Forecasting CCOI...
[2025-12-04T20:32:30.505669] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-04T20:32:30.505699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-04T20:32:30.519587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-04T20:32:30.520158] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-04T20:32:30.521055] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-04T20:32:30.521115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:30.521148] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:30.521173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:30.521229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:30.579217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:30.580439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:30.580541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:30.580600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:30.701198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:30.701435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:30.701483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:30.701513] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:30.706015] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-04T20:32:30.706458] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-04T20:32:30.706656] [INFO ] [sig       ] CCOI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:30.866969] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCOI.txt
[2025-12-04T20:32:30.867199] [INFO ] [sig       ] [619/3547] Completed CCOI in 0.4s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:30.867243] [INFO ] [sig       ] [620/3547] Forecasting CCRN...
[2025-12-04T20:32:30.867274] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-04T20:32:30.867304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-04T20:32:30.881258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-04T20:32:30.881873] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-04T20:32:30.882900] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-04T20:32:30.882958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:30.882992] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:30.883027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:30.883086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:30.942358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:30.943547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:30.943681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:30.943714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:31.068635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:31.068910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:31.068962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:31.068990] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:31.073019] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-04T20:32:31.073369] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-04T20:32:31.073546] [INFO ] [sig       ] CCRN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:31.223909] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCRN.txt
[2025-12-04T20:32:31.224142] [INFO ] [sig       ] [620/3547] Completed CCRN in 0.4s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:31.224186] [INFO ] [sig       ] [621/3547] Forecasting CCS...
[2025-12-04T20:32:31.224216] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-04T20:32:31.224245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-04T20:32:31.238424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-04T20:32:31.238992] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-04T20:32:31.239890] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-04T20:32:31.239941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:31.239973] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:31.239998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:31.240053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:31.297965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:31.299136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:31.299233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:31.299265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:31.424269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:31.424502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:31.424549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:31.424617] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:31.428744] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-04T20:32:31.429077] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-04T20:32:31.429217] [INFO ] [sig       ] CCS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:31.572274] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CCS.txt
[2025-12-04T20:32:31.572474] [INFO ] [sig       ] [621/3547] Completed CCS in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:31.572516] [INFO ] [sig       ] [622/3547] Forecasting CCSI...
[2025-12-04T20:32:31.572547] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-04T20:32:31.572598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-04T20:32:31.586332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-04T20:32:31.586942] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-04T20:32:31.587922] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-04T20:32:31.587978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:31.588012] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:31.588044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:31.588188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:31.645929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:31.647117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:31.647268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:31.647302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:31.767161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:31.767394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:31.767438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:31.767466] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:31.771304] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-04T20:32:31.771646] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-04T20:32:31.771789] [INFO ] [sig       ] CCSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:31.914693] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CCSI.txt
[2025-12-04T20:32:31.914911] [INFO ] [sig       ] [622/3547] Completed CCSI in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.7m
[2025-12-04T20:32:31.914953] [INFO ] [sig       ] [623/3547] Forecasting CDC...
[2025-12-04T20:32:31.914984] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-04T20:32:31.915015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-04T20:32:31.927864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-04T20:32:31.928387] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-04T20:32:31.929246] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-04T20:32:31.929298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:31.929330] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:31.929355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:31.929409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:31.986682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:31.987525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:31.987628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:31.987663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:32.105184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:32.105353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:32.105394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:32.105421] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:32.108801] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-04T20:32:32.109070] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-04T20:32:32.109192] [INFO ] [sig       ] CDC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:32.244791] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CDC.txt
[2025-12-04T20:32:32.244934] [INFO ] [sig       ] [623/3547] Completed CDC in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-04T20:32:32.244974] [INFO ] [sig       ] [624/3547] Forecasting CDE...
[2025-12-04T20:32:32.245004] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-04T20:32:32.245034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-04T20:32:32.256392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-04T20:32:32.256726] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-04T20:32:32.257527] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-04T20:32:32.257601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:32.257650] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:32.257677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:32.257733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:32.316208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:32.316980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:32.317062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:32.317092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:32.445330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:32.445504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:32.445545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:32.445591] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:32.449115] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-04T20:32:32.449416] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-04T20:32:32.449550] [INFO ] [sig       ] CDE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:32.592204] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CDE.txt
[2025-12-04T20:32:32.592353] [INFO ] [sig       ] [624/3547] Completed CDE in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-04T20:32:32.592392] [INFO ] [sig       ] [625/3547] Forecasting CDIO...
[2025-12-04T20:32:32.592421] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-04T20:32:32.592452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-04T20:32:32.604774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-04T20:32:32.605120] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-04T20:32:32.605964] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-04T20:32:32.606022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:32.606057] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:32.606084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:32.606139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:32.664796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:32.665607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:32.665712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:32.665744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:32.788163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:32.788340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:32.788381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:32.788409] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:32.791928] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=73.11%)
[2025-12-04T20:32:32.792216] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-04T20:32:32.792353] [INFO ] [sig       ] CDIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:32.940306] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CDIO.txt
[2025-12-04T20:32:32.940698] [INFO ] [sig       ] [625/3547] Completed CDIO in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-04T20:32:32.940756] [INFO ] [sig       ] [626/3547] Forecasting CDL...
[2025-12-04T20:32:32.940788] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-04T20:32:32.940821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-04T20:32:32.954618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-04T20:32:32.955169] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-04T20:32:32.956104] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-04T20:32:32.956154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:32.956186] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:32.956212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:32.956270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:33.017652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:33.018826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:33.018961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:33.018998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:33.135284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:33.135517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:33.135566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:33.135634] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:33.139732] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-12-04T20:32:33.140097] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-04T20:32:33.140240] [INFO ] [sig       ] CDL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:33.288993] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CDL.txt
[2025-12-04T20:32:33.289193] [INFO ] [sig       ] [626/3547] Completed CDL in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:33.289233] [INFO ] [sig       ] [627/3547] Forecasting CDNA...
[2025-12-04T20:32:33.289264] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-04T20:32:33.289297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-04T20:32:33.304082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-04T20:32:33.304683] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-04T20:32:33.305638] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-04T20:32:33.305690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:33.305722] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:33.305750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:33.305809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:33.370014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:33.371154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:33.371251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:33.371284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:33.494910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:33.495140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:33.495182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:33.495209] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:33.499001] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-04T20:32:33.499290] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-04T20:32:33.499420] [INFO ] [sig       ] CDNA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:33.647530] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CDNA.txt
[2025-12-04T20:32:33.647697] [INFO ] [sig       ] [627/3547] Completed CDNA in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:33.647743] [INFO ] [sig       ] [628/3547] Forecasting CDNS...
[2025-12-04T20:32:33.647773] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-04T20:32:33.647802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-04T20:32:33.658959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-04T20:32:33.659246] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-04T20:32:33.660048] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-04T20:32:33.660098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:33.660129] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:33.660155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:33.660213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:33.715382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:33.716098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:33.716176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:33.716206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:33.835032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:33.835194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:33.835233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:33.835260] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:33.842458] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=70.16%)
[2025-12-04T20:32:33.843297] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-04T20:32:33.843639] [INFO ] [sig       ] CDNS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:33.987051] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CDNS.txt
[2025-12-04T20:32:33.987281] [INFO ] [sig       ] [628/3547] Completed CDNS in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:33.987326] [INFO ] [sig       ] [629/3547] Forecasting CDP...
[2025-12-04T20:32:33.987357] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-04T20:32:33.987388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-04T20:32:34.003027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-04T20:32:34.003748] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-04T20:32:34.004869] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-04T20:32:34.004923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:34.004993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:34.005023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:34.005082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:34.065616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:34.066694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:34.066789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:34.066821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:34.192229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:34.192458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:34.192502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:34.192529] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:34.196465] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-04T20:32:34.196866] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-04T20:32:34.197062] [INFO ] [sig       ] CDP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:34.373621] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CDP.txt
[2025-12-04T20:32:34.373906] [INFO ] [sig       ] [629/3547] Completed CDP in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:34.373962] [INFO ] [sig       ] [630/3547] Forecasting CDRE...
[2025-12-04T20:32:34.374004] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-04T20:32:34.374045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-04T20:32:34.398467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-04T20:32:34.399289] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-04T20:32:34.400843] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-04T20:32:34.400949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:34.400999] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:34.401042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:34.401130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:34.471145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:34.472869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:34.473064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:34.473106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:34.635288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:34.635628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:34.635701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:34.635741] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:34.642262] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-04T20:32:34.642986] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-04T20:32:34.643251] [INFO ] [sig       ] CDRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:34.860461] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CDRE.txt
[2025-12-04T20:32:34.860700] [INFO ] [sig       ] [630/3547] Completed CDRE in 0.5s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:34.860761] [INFO ] [sig       ] [631/3547] Forecasting CDRO...
[2025-12-04T20:32:34.860819] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-04T20:32:34.860868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-04T20:32:34.878005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-04T20:32:34.878538] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-04T20:32:34.879950] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-04T20:32:34.880038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:34.880092] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:34.880135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:34.880219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:34.971980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:34.973063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:34.973190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:34.973229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:35.107432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:35.107614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:35.107657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:35.107701] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:35.111126] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=25.56%)
[2025-12-04T20:32:35.111412] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-04T20:32:35.111538] [INFO ] [sig       ] CDRO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:35.250861] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CDRO.txt
[2025-12-04T20:32:35.250998] [INFO ] [sig       ] [631/3547] Completed CDRO in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:35.251035] [INFO ] [sig       ] [632/3547] Forecasting CDTX...
[2025-12-04T20:32:35.251064] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-04T20:32:35.251093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-04T20:32:35.262489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-04T20:32:35.262829] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-04T20:32:35.263850] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-04T20:32:35.263901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:35.263931] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:35.263955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:35.264010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:35.324953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:35.326078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:35.326173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:35.326206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:35.455668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:35.455919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:35.455970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:35.456052] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:35.460549] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=72.49%)
[2025-12-04T20:32:35.461142] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-04T20:32:35.461335] [INFO ] [sig       ] CDTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:35.616273] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CDTX.txt
[2025-12-04T20:32:35.616435] [INFO ] [sig       ] [632/3547] Completed CDTX in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:35.616474] [INFO ] [sig       ] [633/3547] Forecasting CDXS...
[2025-12-04T20:32:35.616501] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-04T20:32:35.616531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-04T20:32:35.628190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-04T20:32:35.628587] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-04T20:32:35.629387] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-04T20:32:35.629437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:35.629467] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:35.629494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:35.629548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:35.685326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:35.685977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:35.686065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:35.686097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:35.807770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:35.807928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:35.807966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:35.807993] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:35.811383] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-12-04T20:32:35.811676] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-04T20:32:35.811803] [INFO ] [sig       ] CDXS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:35.954605] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CDXS.txt
[2025-12-04T20:32:35.954822] [INFO ] [sig       ] [633/3547] Completed CDXS in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:35.954876] [INFO ] [sig       ] [634/3547] Forecasting CDZI...
[2025-12-04T20:32:35.954911] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-04T20:32:35.954940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-04T20:32:35.966461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-04T20:32:35.966839] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-04T20:32:35.967608] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-04T20:32:35.967657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:35.967687] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:35.967713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:35.967773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:36.023816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:36.024692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:36.024783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:36.024817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:36.149740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:36.149897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:36.149939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:36.149970] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:36.153496] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-04T20:32:36.153809] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-04T20:32:36.153944] [INFO ] [sig       ] CDZI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:36.293332] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CDZI.txt
[2025-12-04T20:32:36.293506] [INFO ] [sig       ] [634/3547] Completed CDZI in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:36.293547] [INFO ] [sig       ] [635/3547] Forecasting CE...
[2025-12-04T20:32:36.293595] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-04T20:32:36.293627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-04T20:32:36.307308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-04T20:32:36.307873] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-04T20:32:36.308838] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-04T20:32:36.308891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:36.308925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:36.308971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:36.309029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:36.365771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:36.366802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:36.366900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:36.366932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:36.493344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:36.493564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:36.493625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:36.493653] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:36.497379] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-12-04T20:32:36.497702] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-04T20:32:36.497833] [INFO ] [sig       ] CE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:36.636796] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CE.txt
[2025-12-04T20:32:36.637004] [INFO ] [sig       ] [635/3547] Completed CE in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:36.637045] [INFO ] [sig       ] [636/3547] Forecasting CECO...
[2025-12-04T20:32:36.637073] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-04T20:32:36.637104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-04T20:32:36.650298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-04T20:32:36.650835] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-04T20:32:36.651758] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-04T20:32:36.651818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:36.651856] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:36.651882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:36.651969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:36.710098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:36.711249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:36.711344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:36.711375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:36.827228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:36.827465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:36.827511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:36.827539] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:36.831468] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-12-04T20:32:36.831824] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-04T20:32:36.831971] [INFO ] [sig       ] CECO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:36.977294] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CECO.txt
[2025-12-04T20:32:36.977496] [INFO ] [sig       ] [636/3547] Completed CECO in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:36.977539] [INFO ] [sig       ] [637/3547] Forecasting CEG...
[2025-12-04T20:32:36.977584] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-04T20:32:36.977619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-04T20:32:36.993841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-04T20:32:36.994223] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-04T20:32:36.995088] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-04T20:32:36.995137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:36.995167] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:36.995192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:36.995245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:37.051041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:37.051945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:37.052025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:37.052056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:37.172508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:37.172685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:37.172724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:37.172750] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:37.176042] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-12-04T20:32:37.176316] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-04T20:32:37.176442] [INFO ] [sig       ] CEG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:37.314034] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CEG.txt
[2025-12-04T20:32:37.314157] [INFO ] [sig       ] [637/3547] Completed CEG in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:37.314194] [INFO ] [sig       ] [638/3547] Forecasting CELC...
[2025-12-04T20:32:37.314227] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-04T20:32:37.314262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-04T20:32:37.325345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-04T20:32:37.325633] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-04T20:32:37.326393] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-04T20:32:37.326441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:37.326471] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:37.326495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:37.326554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:37.382010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:37.382680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:37.382764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:37.382794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:37.499541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:37.499717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:37.499755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:37.499781] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:37.503125] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=70.37%)
[2025-12-04T20:32:37.503417] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-04T20:32:37.503534] [INFO ] [sig       ] CELC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:37.648076] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CELC.txt
[2025-12-04T20:32:37.648226] [INFO ] [sig       ] [638/3547] Completed CELC in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:37.648262] [INFO ] [sig       ] [639/3547] Forecasting CELH...
[2025-12-04T20:32:37.648318] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-04T20:32:37.648358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-04T20:32:37.660132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-04T20:32:37.660541] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-04T20:32:37.661396] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-04T20:32:37.661446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:37.661475] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:37.661500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:37.661562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:37.720666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:37.721505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:37.721638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:37.721671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:37.842483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:37.842729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:37.842776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:37.842807] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:37.846816] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-04T20:32:37.847148] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-04T20:32:37.847286] [INFO ] [sig       ] CELH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:37.995039] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CELH.txt
[2025-12-04T20:32:37.995200] [INFO ] [sig       ] [639/3547] Completed CELH in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.6m
[2025-12-04T20:32:37.995237] [INFO ] [sig       ] [640/3547] Forecasting CELZ...
[2025-12-04T20:32:37.995266] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-04T20:32:37.995296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-04T20:32:38.006117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-04T20:32:38.006374] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-04T20:32:38.007276] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-04T20:32:38.007326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:38.007356] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:38.007382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:38.007435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:38.061814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:38.062404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:38.062482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:38.062512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:38.175868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:38.176046] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:32:38.176084] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:38.176110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:38.179439] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-04T20:32:38.179718] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-04T20:32:38.179834] [INFO ] [sig       ] CELZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:38.316995] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CELZ.txt
[2025-12-04T20:32:38.317117] [INFO ] [sig       ] [640/3547] Completed CELZ in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-04T20:32:38.317153] [INFO ] [sig       ] [641/3547] Forecasting CENTA...
[2025-12-04T20:32:38.317182] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-04T20:32:38.317210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-04T20:32:38.332193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-04T20:32:38.332636] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-04T20:32:38.333752] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-04T20:32:38.333815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:38.333862] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:38.333905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:38.333987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:38.399113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:38.400095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:38.400184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:38.400216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:38.516069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:38.516204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:38.516242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:38.516274] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:38.519552] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-04T20:32:38.519834] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-04T20:32:38.519955] [INFO ] [sig       ] CENTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:38.656141] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CENTA.txt
[2025-12-04T20:32:38.656256] [INFO ] [sig       ] [641/3547] Completed CENTA in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-04T20:32:38.656293] [INFO ] [sig       ] [642/3547] Forecasting CENX...
[2025-12-04T20:32:38.656324] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-04T20:32:38.656352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-04T20:32:38.667898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-04T20:32:38.668158] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-04T20:32:38.668969] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-04T20:32:38.669017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:38.669047] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:38.669071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:38.669129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:38.724620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:38.725193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:38.725266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:38.725297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:38.849612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:38.849768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:38.849805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:38.849851] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:38.853135] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-12-04T20:32:38.853426] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-04T20:32:38.853547] [INFO ] [sig       ] CENX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:38.995530] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CENX.txt
[2025-12-04T20:32:38.995701] [INFO ] [sig       ] [642/3547] Completed CENX in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-04T20:32:38.995740] [INFO ] [sig       ] [643/3547] Forecasting CERS...
[2025-12-04T20:32:38.995768] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-04T20:32:38.995796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-04T20:32:39.008038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-04T20:32:39.008458] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-04T20:32:39.009294] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-04T20:32:39.009358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:39.009397] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:39.009430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:39.009489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:39.070189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:39.071102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:39.071184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:39.071216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:39.188429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:39.188609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:39.188650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:39.188676] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:39.192081] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-04T20:32:39.192427] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-04T20:32:39.192569] [INFO ] [sig       ] CERS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:39.336442] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CERS.txt
[2025-12-04T20:32:39.336612] [INFO ] [sig       ] [643/3547] Completed CERS in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-04T20:32:39.336652] [INFO ] [sig       ] [644/3547] Forecasting CETX...
[2025-12-04T20:32:39.336680] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-04T20:32:39.336709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-04T20:32:39.347326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-04T20:32:39.347604] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-04T20:32:39.348361] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-04T20:32:39.348410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:39.348439] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:39.348464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:39.348518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:39.403978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:39.404619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:39.404693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:39.404723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:39.515449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:39.515613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:39.515652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:39.515679] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:39.518948] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-04T20:32:39.519204] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-04T20:32:39.519322] [INFO ] [sig       ] CETX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:39.656114] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CETX.txt
[2025-12-04T20:32:39.656238] [INFO ] [sig       ] [644/3547] Completed CETX in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-04T20:32:39.656274] [INFO ] [sig       ] [645/3547] Forecasting CETY...
[2025-12-04T20:32:39.656303] [INFO ] [sig       ] Generating forecast for: CETY
[2025-12-04T20:32:39.656331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-12-04T20:32:39.667989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-12-04T20:32:39.668398] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-12-04T20:32:39.669243] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-12-04T20:32:39.669304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:39.669344] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:39.669376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:39.669445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:39.726928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:39.727888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:39.727972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:39.728003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:39.838106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:39.838265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:39.838328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:39.838356] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:39.841768] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-04T20:32:39.842027] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-12-04T20:32:39.842144] [INFO ] [sig       ] CETY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:39.977941] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CETY.txt
[2025-12-04T20:32:39.978093] [INFO ] [sig       ] [645/3547] Completed CETY in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-04T20:32:39.978129] [INFO ] [sig       ] [646/3547] Forecasting CEVA...
[2025-12-04T20:32:39.978157] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-04T20:32:39.978186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-04T20:32:39.989479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-04T20:32:39.989908] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-04T20:32:39.990683] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-04T20:32:39.990733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:39.990807] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:39.990845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:39.990939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:40.046709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:40.047517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:40.047633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:40.047697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:40.174021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:40.174254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:40.174322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:40.174357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:40.178521] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-04T20:32:40.178903] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-04T20:32:40.179063] [INFO ] [sig       ] CEVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:40.320478] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CEVA.txt
[2025-12-04T20:32:40.320701] [INFO ] [sig       ] [646/3547] Completed CEVA in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:40.320743] [INFO ] [sig       ] [647/3547] Forecasting CF...
[2025-12-04T20:32:40.320773] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-04T20:32:40.320802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-04T20:32:40.337150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-04T20:32:40.337716] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-04T20:32:40.338655] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-04T20:32:40.338705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:40.338737] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:40.338763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:40.338816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:40.397137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:40.398137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:40.398237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:40.398322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:40.520001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:40.520159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:40.520199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:40.520226] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:40.523554] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-04T20:32:40.523832] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-04T20:32:40.523948] [INFO ] [sig       ] CF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:40.665018] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CF.txt
[2025-12-04T20:32:40.665184] [INFO ] [sig       ] [647/3547] Completed CF in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:40.665238] [INFO ] [sig       ] [648/3547] Forecasting CFFN...
[2025-12-04T20:32:40.665269] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-04T20:32:40.665300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-04T20:32:40.676833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-04T20:32:40.677181] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-04T20:32:40.677942] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-04T20:32:40.678004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:40.678035] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:40.678060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:40.678114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:40.734045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:40.734900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:40.734983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:40.735013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:40.852111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:40.852262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:40.852301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:40.852327] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:40.855570] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=71.42%)
[2025-12-04T20:32:40.855843] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-04T20:32:40.855956] [INFO ] [sig       ] CFFN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:40.995252] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CFFN.txt
[2025-12-04T20:32:40.995401] [INFO ] [sig       ] [648/3547] Completed CFFN in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:40.995438] [INFO ] [sig       ] [649/3547] Forecasting CFG...
[2025-12-04T20:32:40.995466] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-04T20:32:40.995495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-04T20:32:41.007099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-04T20:32:41.007504] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-04T20:32:41.008436] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-04T20:32:41.008491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:41.008523] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:41.008553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:41.008647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:41.067275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:41.068159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:41.068240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:41.068271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:41.189471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:41.189658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:41.189699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:41.189726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:41.193200] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=36.65%)
[2025-12-04T20:32:41.193464] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-04T20:32:41.193595] [INFO ] [sig       ] CFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:41.329583] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CFG.txt
[2025-12-04T20:32:41.329711] [INFO ] [sig       ] [649/3547] Completed CFG in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:41.329749] [INFO ] [sig       ] [650/3547] Forecasting CFO...
[2025-12-04T20:32:41.329777] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-04T20:32:41.329805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-04T20:32:41.340417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-04T20:32:41.340707] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-04T20:32:41.341464] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-04T20:32:41.341514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:41.341546] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:41.341591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:41.341657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:41.398159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:41.398849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:41.398924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:41.398954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:41.513671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:41.513822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:41.513860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:41.513887] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:41.517145] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-04T20:32:41.517410] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-04T20:32:41.517528] [INFO ] [sig       ] CFO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:41.655820] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CFO.txt
[2025-12-04T20:32:41.655964] [INFO ] [sig       ] [650/3547] Completed CFO in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:41.656001] [INFO ] [sig       ] [651/3547] Forecasting CGABL...
[2025-12-04T20:32:41.656028] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-04T20:32:41.656057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-04T20:32:41.667459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-04T20:32:41.667868] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-04T20:32:41.668710] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-04T20:32:41.668761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:41.668791] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:41.668818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:41.668874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:41.725108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:41.726000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:41.726081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:41.726112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:41.838852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:41.838997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:41.839037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:41.839063] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:41.842388] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-12-04T20:32:41.842675] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-04T20:32:41.842798] [INFO ] [sig       ] CGABL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:41.978500] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CGABL.txt
[2025-12-04T20:32:41.978657] [INFO ] [sig       ] [651/3547] Completed CGABL in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:41.978696] [INFO ] [sig       ] [652/3547] Forecasting CGBD...
[2025-12-04T20:32:41.978725] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-04T20:32:41.978753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-04T20:32:41.990050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-04T20:32:41.990366] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-04T20:32:41.991144] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-04T20:32:41.991193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:41.991222] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:41.991246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:41.991299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:42.047931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:42.048719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:42.048799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:42.048831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:42.179144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:42.179313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:42.179375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:42.179423] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:42.184253] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-04T20:32:42.184633] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-04T20:32:42.184798] [INFO ] [sig       ] CGBD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:42.335128] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CGBD.txt
[2025-12-04T20:32:42.335262] [INFO ] [sig       ] [652/3547] Completed CGBD in 0.4s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:42.335300] [INFO ] [sig       ] [653/3547] Forecasting CGC...
[2025-12-04T20:32:42.335328] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-04T20:32:42.335356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-04T20:32:42.346437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-04T20:32:42.346770] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-04T20:32:42.347598] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-04T20:32:42.347649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:42.347680] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:42.347705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:42.347758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:42.403555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:42.404330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:42.404412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:42.404445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:42.524235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:42.524391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:42.524437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:42.524471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:42.527767] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-12-04T20:32:42.528047] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-04T20:32:42.528165] [INFO ] [sig       ] CGC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:42.714076] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CGC.txt
[2025-12-04T20:32:42.714214] [INFO ] [sig       ] [653/3547] Completed CGC in 0.4s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:42.714251] [INFO ] [sig       ] [654/3547] Forecasting CGEM...
[2025-12-04T20:32:42.714279] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-04T20:32:42.714308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-04T20:32:42.725813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-04T20:32:42.726168] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-04T20:32:42.727010] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-04T20:32:42.727062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:42.727093] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:42.727119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:42.727174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:42.783549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:42.784373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:42.784467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:42.784504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:42.903196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:42.903341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:42.903382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:42.903409] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:42.906886] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-04T20:32:42.907167] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-04T20:32:42.907291] [INFO ] [sig       ] CGEM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:43.048800] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CGEM.txt
[2025-12-04T20:32:43.048957] [INFO ] [sig       ] [654/3547] Completed CGEM in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:43.048994] [INFO ] [sig       ] [655/3547] Forecasting CGEN...
[2025-12-04T20:32:43.049021] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-04T20:32:43.049051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-04T20:32:43.060977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-04T20:32:43.061323] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-04T20:32:43.062181] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-04T20:32:43.062240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:43.062272] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:43.062298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:43.062352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:43.120121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:43.121035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:43.121122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:43.121169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:43.241415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:43.241562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:43.241645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:43.241697] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:43.245475] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=68.95%)
[2025-12-04T20:32:43.245784] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-04T20:32:43.245923] [INFO ] [sig       ] CGEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:43.396008] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CGEN.txt
[2025-12-04T20:32:43.396153] [INFO ] [sig       ] [655/3547] Completed CGEN in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:43.396191] [INFO ] [sig       ] [656/3547] Forecasting CGNX...
[2025-12-04T20:32:43.396220] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-04T20:32:43.396248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-04T20:32:43.407953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-04T20:32:43.408263] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-04T20:32:43.409062] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-04T20:32:43.409111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:43.409141] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:43.409167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:43.409221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:43.465097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:43.465696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:43.465795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:43.465827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:43.584657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:43.584796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:43.584833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:43.584860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:43.588092] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-04T20:32:43.588367] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-04T20:32:43.588487] [INFO ] [sig       ] CGNX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:43.726344] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CGNX.txt
[2025-12-04T20:32:43.726472] [INFO ] [sig       ] [656/3547] Completed CGNX in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:43.726509] [INFO ] [sig       ] [657/3547] Forecasting CGO...
[2025-12-04T20:32:43.726536] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-04T20:32:43.726565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-04T20:32:43.738021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-04T20:32:43.738373] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-04T20:32:43.739184] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-04T20:32:43.739235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:43.739264] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:43.739289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:43.739342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:43.794709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:43.795379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:43.795460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:43.795490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:43.905273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:43.905419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:43.905457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:43.905484] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:43.908791] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2025-12-04T20:32:43.909051] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-04T20:32:43.909169] [INFO ] [sig       ] CGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:44.049531] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CGO.txt
[2025-12-04T20:32:44.049686] [INFO ] [sig       ] [657/3547] Completed CGO in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.5m
[2025-12-04T20:32:44.049724] [INFO ] [sig       ] [658/3547] Forecasting CGON...
[2025-12-04T20:32:44.049751] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-04T20:32:44.049779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-04T20:32:44.060977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-04T20:32:44.061303] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-04T20:32:44.062078] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-04T20:32:44.062126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:44.062155] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:44.062180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:44.062235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:44.120945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:44.121733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:44.121811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:44.121843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:44.246831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:44.246981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:44.247021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:44.247048] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:44.250607] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=62.41%)
[2025-12-04T20:32:44.250879] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-04T20:32:44.251008] [INFO ] [sig       ] CGON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:44.406788] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CGON.txt
[2025-12-04T20:32:44.406940] [INFO ] [sig       ] [658/3547] Completed CGON in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-04T20:32:44.406978] [INFO ] [sig       ] [659/3547] Forecasting CGTX...
[2025-12-04T20:32:44.407005] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-04T20:32:44.407034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-04T20:32:44.422175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-04T20:32:44.422642] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-04T20:32:44.423757] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-04T20:32:44.423825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:44.423888] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:44.423935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:44.424023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:44.490326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:44.491246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:44.491330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:44.491363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:44.614413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:44.614556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:44.614612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:44.614642] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:44.617878] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-04T20:32:44.618136] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-04T20:32:44.618253] [INFO ] [sig       ] CGTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:44.765767] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CGTX.txt
[2025-12-04T20:32:44.765921] [INFO ] [sig       ] [659/3547] Completed CGTX in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-04T20:32:44.765959] [INFO ] [sig       ] [660/3547] Forecasting CHCI...
[2025-12-04T20:32:44.765987] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-04T20:32:44.766016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-04T20:32:44.776403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-04T20:32:44.776712] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-04T20:32:44.777451] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-04T20:32:44.777500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:44.777532] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:44.777558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:44.777633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:44.832942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:44.833654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:44.833731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:44.833762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:44.946501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:44.946667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:44.946708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:44.946735] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:44.950073] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-12-04T20:32:44.950348] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-04T20:32:44.950470] [INFO ] [sig       ] CHCI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:45.086376] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHCI.txt
[2025-12-04T20:32:45.086526] [INFO ] [sig       ] [660/3547] Completed CHCI in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-04T20:32:45.086586] [INFO ] [sig       ] [661/3547] Forecasting CHCO...
[2025-12-04T20:32:45.086617] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-04T20:32:45.086646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-04T20:32:45.097997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-04T20:32:45.098342] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-04T20:32:45.099117] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-04T20:32:45.099166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:45.099197] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:45.099223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:45.099277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:45.157432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:45.158230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:45.158330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:45.158362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:45.280426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:45.280592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:45.280635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:45.280663] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:45.284038] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2025-12-04T20:32:45.284305] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-04T20:32:45.284428] [INFO ] [sig       ] CHCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:45.431283] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHCO.txt
[2025-12-04T20:32:45.431411] [INFO ] [sig       ] [661/3547] Completed CHCO in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-04T20:32:45.431447] [INFO ] [sig       ] [662/3547] Forecasting CHD...
[2025-12-04T20:32:45.431474] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-04T20:32:45.431503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-04T20:32:45.444071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-04T20:32:45.444430] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-04T20:32:45.445222] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-04T20:32:45.445272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:45.445302] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:45.445327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:45.445380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:45.504410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:45.505540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:45.505834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:45.505871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:45.631610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:45.631758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:45.631798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:45.631827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:45.635282] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=59.62%)
[2025-12-04T20:32:45.635564] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-04T20:32:45.635706] [INFO ] [sig       ] CHD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:45.781589] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHD.txt
[2025-12-04T20:32:45.781726] [INFO ] [sig       ] [662/3547] Completed CHD in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-04T20:32:45.781772] [INFO ] [sig       ] [663/3547] Forecasting CHDN...
[2025-12-04T20:32:45.781802] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-04T20:32:45.781831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-04T20:32:45.794708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-04T20:32:45.795059] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-04T20:32:45.795871] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-04T20:32:45.795934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:45.796008] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:45.796040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:45.796101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:45.854917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:45.855695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:45.855777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:45.855810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:45.983205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:45.983356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:45.983395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:45.983422] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:45.986801] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-04T20:32:45.987073] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-04T20:32:45.987197] [INFO ] [sig       ] CHDN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:46.132131] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHDN.txt
[2025-12-04T20:32:46.132267] [INFO ] [sig       ] [663/3547] Completed CHDN in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-04T20:32:46.132303] [INFO ] [sig       ] [664/3547] Forecasting CHE...
[2025-12-04T20:32:46.132331] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-04T20:32:46.132359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-04T20:32:46.144060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-04T20:32:46.144418] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-04T20:32:46.145233] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-04T20:32:46.145284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:46.145315] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:46.145343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:46.145399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:46.204624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:46.205396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:46.205480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:46.205512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:46.331466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:46.331629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:46.331671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:46.331702] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:46.335089] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=32.45%)
[2025-12-04T20:32:46.335364] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-04T20:32:46.335527] [INFO ] [sig       ] CHE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:46.480714] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHE.txt
[2025-12-04T20:32:46.480850] [INFO ] [sig       ] [664/3547] Completed CHE in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:46.480889] [INFO ] [sig       ] [665/3547] Forecasting CHEF...
[2025-12-04T20:32:46.480916] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-04T20:32:46.480945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-04T20:32:46.493551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-04T20:32:46.493865] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-04T20:32:46.494649] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-04T20:32:46.494701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:46.494731] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:46.494756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:46.494809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:46.550554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:46.551152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:46.551227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:46.551256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:46.667585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:46.667736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:46.667774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:46.667801] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:46.671088] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-04T20:32:46.671349] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-04T20:32:46.671472] [INFO ] [sig       ] CHEF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:46.808055] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHEF.txt
[2025-12-04T20:32:46.808186] [INFO ] [sig       ] [665/3547] Completed CHEF in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:46.808222] [INFO ] [sig       ] [666/3547] Forecasting CHH...
[2025-12-04T20:32:46.808249] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-04T20:32:46.808294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-04T20:32:46.819562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-04T20:32:46.819846] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-04T20:32:46.820634] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-04T20:32:46.820684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:46.820715] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:46.820741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:46.820795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:46.877723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:46.878372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:46.878450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:46.878481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:46.998499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:46.998657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:46.998697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:46.998770] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:47.002018] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=38.40%)
[2025-12-04T20:32:47.002275] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-04T20:32:47.002388] [INFO ] [sig       ] CHH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:47.139845] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHH.txt
[2025-12-04T20:32:47.139982] [INFO ] [sig       ] [666/3547] Completed CHH in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:47.140020] [INFO ] [sig       ] [667/3547] Forecasting CHI...
[2025-12-04T20:32:47.140048] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-04T20:32:47.140079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-04T20:32:47.151519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-04T20:32:47.151786] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-04T20:32:47.152520] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-04T20:32:47.152569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:47.152622] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:47.152648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:47.152702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:47.208100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:47.208786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:47.208871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:47.208903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:47.329354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:47.329496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:47.329534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:47.329564] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:47.332874] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-12-04T20:32:47.333138] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-04T20:32:47.333256] [INFO ] [sig       ] CHI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:47.469552] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHI.txt
[2025-12-04T20:32:47.469699] [INFO ] [sig       ] [667/3547] Completed CHI in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:47.469735] [INFO ] [sig       ] [668/3547] Forecasting CHKP...
[2025-12-04T20:32:47.469763] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-04T20:32:47.469792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-04T20:32:47.481766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-04T20:32:47.482107] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-04T20:32:47.482936] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-04T20:32:47.482986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:47.483016] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:47.483041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:47.483097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:47.542565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:47.543364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:47.543446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:47.543494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:47.666643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:47.666802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:47.666842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:47.666870] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:47.670298] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2025-12-04T20:32:47.670597] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-04T20:32:47.670722] [INFO ] [sig       ] CHKP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:47.814021] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHKP.txt
[2025-12-04T20:32:47.814171] [INFO ] [sig       ] [668/3547] Completed CHKP in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:47.814208] [INFO ] [sig       ] [669/3547] Forecasting CHMI...
[2025-12-04T20:32:47.814237] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-04T20:32:47.814267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-04T20:32:47.825928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-04T20:32:47.826298] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-04T20:32:47.827080] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-04T20:32:47.827130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:47.827160] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:47.827184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:47.827238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:47.882048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:47.882773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:47.882852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:47.882883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:48.000487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:48.000655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:48.000694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:48.000720] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:48.003975] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-04T20:32:48.004237] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-04T20:32:48.004354] [INFO ] [sig       ] CHMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:48.141178] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHMI.txt
[2025-12-04T20:32:48.141328] [INFO ] [sig       ] [669/3547] Completed CHMI in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:48.141366] [INFO ] [sig       ] [670/3547] Forecasting CHRD...
[2025-12-04T20:32:48.141393] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-04T20:32:48.141422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-04T20:32:48.153359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-04T20:32:48.153704] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-04T20:32:48.154518] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-04T20:32:48.154585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:48.154619] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:48.154657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:48.154713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:48.211996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:48.212716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:48.212795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:48.212826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:48.340176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:48.340343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:48.340384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:48.340410] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:48.343753] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-12-04T20:32:48.344018] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-04T20:32:48.344138] [INFO ] [sig       ] CHRD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:48.483929] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHRD.txt
[2025-12-04T20:32:48.484059] [INFO ] [sig       ] [670/3547] Completed CHRD in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:48.484096] [INFO ] [sig       ] [671/3547] Forecasting CHRS...
[2025-12-04T20:32:48.484124] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-04T20:32:48.484152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-04T20:32:48.495810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-04T20:32:48.496121] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-04T20:32:48.496917] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-04T20:32:48.496966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:48.496996] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:48.497021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:48.497074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:48.555733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:48.556465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:48.556541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:48.556588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:48.686104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:48.686254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:48.686294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:48.686322] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:48.690133] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-04T20:32:48.690447] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-04T20:32:48.690624] [INFO ] [sig       ] CHRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:48.835129] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHRS.txt
[2025-12-04T20:32:48.835281] [INFO ] [sig       ] [671/3547] Completed CHRS in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:48.835319] [INFO ] [sig       ] [672/3547] Forecasting CHSCL...
[2025-12-04T20:32:48.835346] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-04T20:32:48.835375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-04T20:32:48.846674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-04T20:32:48.847002] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-04T20:32:48.847790] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-04T20:32:48.847839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:48.847868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:48.847893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:48.847947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:48.903634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:48.904465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:48.904549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:48.904601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:49.016767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:49.016917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:49.016956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:49.016983] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:49.020405] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2025-12-04T20:32:49.020686] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-04T20:32:49.020807] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:49.162647] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHSCL.txt
[2025-12-04T20:32:49.162790] [INFO ] [sig       ] [672/3547] Completed CHSCL in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:49.162828] [INFO ] [sig       ] [673/3547] Forecasting CHSCM...
[2025-12-04T20:32:49.162855] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-04T20:32:49.162885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-04T20:32:49.174202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-04T20:32:49.174552] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-04T20:32:49.175338] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-04T20:32:49.175387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:49.175418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:49.175444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:49.175499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:49.231373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:49.232184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:49.232300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:49.232333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:49.342412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:49.342565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:49.342622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:49.342650] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:49.345879] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-04T20:32:49.346143] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-04T20:32:49.346260] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:49.482915] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHSCM.txt
[2025-12-04T20:32:49.483042] [INFO ] [sig       ] [673/3547] Completed CHSCM in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:49.483078] [INFO ] [sig       ] [674/3547] Forecasting CHSCN...
[2025-12-04T20:32:49.483112] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-04T20:32:49.483142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-04T20:32:49.494598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-04T20:32:49.494979] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-04T20:32:49.495763] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-04T20:32:49.495812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:49.495841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:49.495866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:49.495920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:49.551881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:49.552630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:49.552709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:49.552741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:49.669260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:49.669417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:49.669455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:49.669482] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:49.672762] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=43.84%)
[2025-12-04T20:32:49.673020] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-04T20:32:49.673137] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:49.812168] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHSCN.txt
[2025-12-04T20:32:49.812314] [INFO ] [sig       ] [674/3547] Completed CHSCN in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:49.812351] [INFO ] [sig       ] [675/3547] Forecasting CHSCO...
[2025-12-04T20:32:49.812378] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-04T20:32:49.812407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-04T20:32:49.823307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-04T20:32:49.823640] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-04T20:32:49.824399] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-04T20:32:49.824449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:49.824479] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:49.824503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:49.824560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:49.879697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:49.880533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:49.880636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:49.880669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:49.990062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:49.990210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:49.990249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:49.990276] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:49.993527] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=29.10%)
[2025-12-04T20:32:49.993806] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-04T20:32:49.993924] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:50.135251] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CHSCO.txt
[2025-12-04T20:32:50.135402] [INFO ] [sig       ] [675/3547] Completed CHSCO in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.4m
[2025-12-04T20:32:50.135438] [INFO ] [sig       ] [676/3547] Forecasting CHSCP...
[2025-12-04T20:32:50.135465] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-04T20:32:50.135494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-04T20:32:50.146363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-04T20:32:50.146695] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-04T20:32:50.147459] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-04T20:32:50.147510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:50.147541] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:50.147568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:50.147657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:50.204523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:50.205139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:50.205216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:50.205247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:50.313361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:50.313510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:50.313550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:50.313596] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:50.316873] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-12-04T20:32:50.317135] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-04T20:32:50.317253] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:50.458718] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHSCP.txt
[2025-12-04T20:32:50.458865] [INFO ] [sig       ] [676/3547] Completed CHSCP in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-04T20:32:50.458902] [INFO ] [sig       ] [677/3547] Forecasting CHWY...
[2025-12-04T20:32:50.458930] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-04T20:32:50.458960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-04T20:32:50.470032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-04T20:32:50.470357] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-04T20:32:50.471180] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-04T20:32:50.471229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:50.471258] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:50.471283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:50.471336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:50.527957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:50.528773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:50.528854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:50.528886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:50.652088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:50.652241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:50.652281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:50.652330] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:50.655752] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-04T20:32:50.656037] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-04T20:32:50.656155] [INFO ] [sig       ] CHWY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:50.797528] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CHWY.txt
[2025-12-04T20:32:50.797706] [INFO ] [sig       ] [677/3547] Completed CHWY in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-04T20:32:50.797743] [INFO ] [sig       ] [678/3547] Forecasting CI...
[2025-12-04T20:32:50.797770] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-04T20:32:50.797799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-04T20:32:50.809093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-04T20:32:50.809438] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-04T20:32:50.810244] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-04T20:32:50.810294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:50.810324] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:50.810349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:50.810402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:50.870302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:50.871201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:50.871291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:50.871324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:50.993079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:50.993241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:50.993282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:50.993310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:50.996725] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-12-04T20:32:50.997003] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-04T20:32:50.997139] [INFO ] [sig       ] CI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:51.139811] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CI.txt
[2025-12-04T20:32:51.139962] [INFO ] [sig       ] [678/3547] Completed CI in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-04T20:32:51.139998] [INFO ] [sig       ] [679/3547] Forecasting CIA...
[2025-12-04T20:32:51.140026] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-04T20:32:51.140056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-04T20:32:51.151355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-04T20:32:51.151949] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-04T20:32:51.152765] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-04T20:32:51.152817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:51.152848] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:51.152874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:51.152930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:51.211743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:51.212692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:51.212978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:51.213029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:51.333130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:51.333286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:51.333327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:51.333355] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:51.336770] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-04T20:32:51.337046] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-04T20:32:51.337173] [INFO ] [sig       ] CIA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:51.485984] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CIA.txt
[2025-12-04T20:32:51.486136] [INFO ] [sig       ] [679/3547] Completed CIA in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-04T20:32:51.486175] [INFO ] [sig       ] [680/3547] Forecasting CIB...
[2025-12-04T20:32:51.486205] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-04T20:32:51.486236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-04T20:32:51.498065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-04T20:32:51.498456] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-04T20:32:51.499278] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-04T20:32:51.499356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:51.499389] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:51.499415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:51.499470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:51.558998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:51.559928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:51.560011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:51.560044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:51.691243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:51.691396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:51.691449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:51.691487] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:51.694944] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=76.18%)
[2025-12-04T20:32:51.695213] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-04T20:32:51.695338] [INFO ] [sig       ] CIB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:51.838459] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CIB.txt
[2025-12-04T20:32:51.838622] [INFO ] [sig       ] [680/3547] Completed CIB in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:51.838662] [INFO ] [sig       ] [681/3547] Forecasting CIEN...
[2025-12-04T20:32:51.838690] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-04T20:32:51.838718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-04T20:32:51.850461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-04T20:32:51.850807] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-04T20:32:51.851625] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-04T20:32:51.851677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:51.851708] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:51.851734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:51.851802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:51.910220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:51.911054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:51.911138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:51.911170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:52.039089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:52.039247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:52.039288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:52.039315] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:52.042877] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-12-04T20:32:52.043187] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-04T20:32:52.043319] [INFO ] [sig       ] CIEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:52.200219] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CIEN.txt
[2025-12-04T20:32:52.200349] [INFO ] [sig       ] [681/3547] Completed CIEN in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:52.200385] [INFO ] [sig       ] [682/3547] Forecasting CIF...
[2025-12-04T20:32:52.200412] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-04T20:32:52.200441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-04T20:32:52.212355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-04T20:32:52.212710] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-04T20:32:52.213486] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-04T20:32:52.213538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:52.213586] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:52.213617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:52.213674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:52.271648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:52.272547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:52.272691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:52.272725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:52.380042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:52.380217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:52.380267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:52.380296] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:52.384241] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-04T20:32:52.384630] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-04T20:32:52.384795] [INFO ] [sig       ] CIF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:52.539536] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CIF.txt
[2025-12-04T20:32:52.539706] [INFO ] [sig       ] [682/3547] Completed CIF in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:52.539744] [INFO ] [sig       ] [683/3547] Forecasting CIG...
[2025-12-04T20:32:52.539773] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-04T20:32:52.539801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-04T20:32:52.551857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-04T20:32:52.552209] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-04T20:32:52.552982] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-04T20:32:52.553044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:52.553075] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:52.553100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:52.553153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:52.607596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:52.608204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:52.608290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:52.608322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:52.724684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:52.724837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:52.724907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:52.724936] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:52.728228] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-04T20:32:52.728510] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-04T20:32:52.728651] [INFO ] [sig       ] CIG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:52.863869] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CIG.txt
[2025-12-04T20:32:52.864001] [INFO ] [sig       ] [683/3547] Completed CIG in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:52.864037] [INFO ] [sig       ] [684/3547] Forecasting CIGI...
[2025-12-04T20:32:52.864065] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-04T20:32:52.864093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-04T20:32:52.876464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-04T20:32:52.876926] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-04T20:32:52.877800] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-04T20:32:52.877854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:52.877885] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:52.877911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:52.877966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:52.935044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:52.935929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:52.936013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:52.936046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:53.062607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:53.062768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:53.062810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:53.062838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:53.066309] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2025-12-04T20:32:53.066600] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-04T20:32:53.066728] [INFO ] [sig       ] CIGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:53.209365] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CIGI.txt
[2025-12-04T20:32:53.209501] [INFO ] [sig       ] [684/3547] Completed CIGI in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:53.209538] [INFO ] [sig       ] [685/3547] Forecasting CII...
[2025-12-04T20:32:53.209567] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-04T20:32:53.209616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-04T20:32:53.221013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-04T20:32:53.221370] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-04T20:32:53.222156] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-04T20:32:53.222207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:53.222238] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:53.222265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:53.222322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:53.281127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:53.281961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:53.282043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:53.282073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:53.400781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:53.400938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:53.400978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:53.401005] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:53.404325] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-04T20:32:53.404631] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-04T20:32:53.404755] [INFO ] [sig       ] CII: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:53.555339] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CII.txt
[2025-12-04T20:32:53.555532] [INFO ] [sig       ] [685/3547] Completed CII in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:53.555603] [INFO ] [sig       ] [686/3547] Forecasting CIM...
[2025-12-04T20:32:53.555639] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-04T20:32:53.555670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-04T20:32:53.570155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-04T20:32:53.570667] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-04T20:32:53.571782] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-04T20:32:53.571844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:53.571889] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:53.571927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:53.572010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:53.638090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:53.639005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:53.639087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:53.639118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:53.758448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:53.758624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:53.758667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:53.758698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:53.762073] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-04T20:32:53.762357] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-04T20:32:53.762481] [INFO ] [sig       ] CIM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:53.900332] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CIM.txt
[2025-12-04T20:32:53.900485] [INFO ] [sig       ] [686/3547] Completed CIM in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:53.900523] [INFO ] [sig       ] [687/3547] Forecasting CINF...
[2025-12-04T20:32:53.900551] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-04T20:32:53.900634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-04T20:32:53.912457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-04T20:32:53.912860] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-04T20:32:53.913664] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-04T20:32:53.913715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:53.913747] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:53.913773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:53.913829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:53.973134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:53.974049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:53.974131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:53.974163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:54.092545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:54.092715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:54.092754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:54.092781] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:54.096038] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-04T20:32:54.096299] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-04T20:32:54.096420] [INFO ] [sig       ] CINF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:54.236339] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CINF.txt
[2025-12-04T20:32:54.236489] [INFO ] [sig       ] [687/3547] Completed CINF in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:54.236526] [INFO ] [sig       ] [688/3547] Forecasting CING...
[2025-12-04T20:32:54.236556] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-04T20:32:54.236604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-04T20:32:54.248362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-04T20:32:54.248721] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-04T20:32:54.249539] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-04T20:32:54.249611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:54.249647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:54.249677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:54.249731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:54.304970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:54.305714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:54.305793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:54.305823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:54.422478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:54.422634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:54.422678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:54.422706] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:54.425969] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2025-12-04T20:32:54.426242] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-04T20:32:54.426362] [INFO ] [sig       ] CING: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:54.562440] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CING.txt
[2025-12-04T20:32:54.562606] [INFO ] [sig       ] [688/3547] Completed CING in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:54.562645] [INFO ] [sig       ] [689/3547] Forecasting CIO...
[2025-12-04T20:32:54.562673] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-04T20:32:54.562705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-04T20:32:54.580912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-04T20:32:54.581264] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-04T20:32:54.582049] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-04T20:32:54.582100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:54.582130] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:54.582155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:54.582209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:54.638248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:54.639087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:54.639166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:54.639196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:54.755384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:54.755529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:54.755583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:54.755614] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:54.758889] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-04T20:32:54.759151] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-04T20:32:54.759268] [INFO ] [sig       ] CIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:54.897002] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CIO.txt
[2025-12-04T20:32:54.897127] [INFO ] [sig       ] [689/3547] Completed CIO in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:54.897162] [INFO ] [sig       ] [690/3547] Forecasting CION...
[2025-12-04T20:32:54.897189] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-04T20:32:54.897217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-04T20:32:54.908034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-04T20:32:54.908338] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-04T20:32:54.909100] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-04T20:32:54.909148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:54.909178] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:54.909204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:54.909258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:54.964517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:54.965284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:54.965361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:54.965392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:55.088692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:55.088840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:55.088897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:55.088926] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:55.092195] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-04T20:32:55.092456] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-04T20:32:55.092589] [INFO ] [sig       ] CION: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:55.229727] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CION.txt
[2025-12-04T20:32:55.229881] [INFO ] [sig       ] [690/3547] Completed CION in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:55.229918] [INFO ] [sig       ] [691/3547] Forecasting CISS...
[2025-12-04T20:32:55.229945] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-04T20:32:55.229973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-04T20:32:55.240739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-04T20:32:55.241044] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-04T20:32:55.241799] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-04T20:32:55.241848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:55.241878] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:55.241903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:55.241956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:55.300722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:55.301467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:55.301562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:55.301616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:55.419845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:55.419994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:55.420038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:55.420078] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:55.423775] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-04T20:32:55.424085] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-04T20:32:55.424218] [INFO ] [sig       ] CISS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:55.567532] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CISS.txt
[2025-12-04T20:32:55.567697] [INFO ] [sig       ] [691/3547] Completed CISS in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:55.567734] [INFO ] [sig       ] [692/3547] Forecasting CIVB...
[2025-12-04T20:32:55.567760] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-04T20:32:55.567789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-04T20:32:55.579316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-04T20:32:55.579671] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-04T20:32:55.580418] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-04T20:32:55.580467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:55.580496] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:55.580521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:55.580597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:55.635485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:55.636141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:55.636215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:55.636245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:55.757879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:55.758027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:55.758066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:55.758093] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:55.761443] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=61.30%)
[2025-12-04T20:32:55.761738] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-04T20:32:55.761865] [INFO ] [sig       ] CIVB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:55.897925] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CIVB.txt
[2025-12-04T20:32:55.898090] [INFO ] [sig       ] [692/3547] Completed CIVB in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 16.3m
[2025-12-04T20:32:55.898128] [INFO ] [sig       ] [693/3547] Forecasting CIVI...
[2025-12-04T20:32:55.898156] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-04T20:32:55.898185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-04T20:32:55.910087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-04T20:32:55.910451] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-04T20:32:55.911314] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-04T20:32:55.911365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:55.911396] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:55.911421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:55.911474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:55.968917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:55.969788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:55.969870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:55.969902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:56.087085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:56.087190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:56.087228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:56.087254] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:56.090520] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-04T20:32:56.090794] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-04T20:32:56.090941] [INFO ] [sig       ] CIVI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:56.226346] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CIVI.txt
[2025-12-04T20:32:56.226471] [INFO ] [sig       ] [693/3547] Completed CIVI in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-04T20:32:56.226506] [INFO ] [sig       ] [694/3547] Forecasting CLB...
[2025-12-04T20:32:56.226533] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-04T20:32:56.226562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-04T20:32:56.237255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-04T20:32:56.237524] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-04T20:32:56.238307] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-04T20:32:56.238357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:56.238398] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:56.238424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:56.238479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:56.294288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:56.294884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:56.294956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:56.294986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:56.409755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:56.409906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:56.409944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:56.409972] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:56.413208] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-12-04T20:32:56.413465] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-04T20:32:56.413596] [INFO ] [sig       ] CLB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:56.552166] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLB.txt
[2025-12-04T20:32:56.552318] [INFO ] [sig       ] [694/3547] Completed CLB in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-04T20:32:56.552355] [INFO ] [sig       ] [695/3547] Forecasting CLBK...
[2025-12-04T20:32:56.552382] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-04T20:32:56.552410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-04T20:32:56.564414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-04T20:32:56.564758] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-04T20:32:56.565512] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-04T20:32:56.565561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:56.565610] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:56.565637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:56.565690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:56.620339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:56.620993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:56.621074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:56.621105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:56.731505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:56.731668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:56.731706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:56.731733] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:56.734961] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=62.40%)
[2025-12-04T20:32:56.735217] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-04T20:32:56.735334] [INFO ] [sig       ] CLBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:56.870646] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLBK.txt
[2025-12-04T20:32:56.870769] [INFO ] [sig       ] [695/3547] Completed CLBK in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-04T20:32:56.870804] [INFO ] [sig       ] [696/3547] Forecasting CLDX...
[2025-12-04T20:32:56.870831] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-04T20:32:56.870858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-04T20:32:56.882081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-04T20:32:56.882391] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-04T20:32:56.883146] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-04T20:32:56.883194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:56.883224] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:56.883249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:56.883306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:56.938350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:56.939023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:56.939101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:56.939132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:57.059515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:57.059693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:57.059739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:57.059770] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:57.063033] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-04T20:32:57.063289] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-04T20:32:57.063409] [INFO ] [sig       ] CLDX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:57.218218] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CLDX.txt
[2025-12-04T20:32:57.219071] [INFO ] [sig       ] [696/3547] Completed CLDX in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:57.219232] [INFO ] [sig       ] [697/3547] Forecasting CLF...
[2025-12-04T20:32:57.219267] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-04T20:32:57.219305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-04T20:32:57.234012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-04T20:32:57.234597] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-04T20:32:57.235541] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-04T20:32:57.235616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:57.235650] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:57.235677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:57.235735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:57.294807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:57.296050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:57.296154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:57.296187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:57.425871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:57.426104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:57.426149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:57.426177] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:57.430071] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-04T20:32:57.430451] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-04T20:32:57.430635] [INFO ] [sig       ] CLF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:57.581830] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CLF.txt
[2025-12-04T20:32:57.582046] [INFO ] [sig       ] [697/3547] Completed CLF in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:57.582117] [INFO ] [sig       ] [698/3547] Forecasting CLFD...
[2025-12-04T20:32:57.582148] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-04T20:32:57.582182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-04T20:32:57.595923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-04T20:32:57.596515] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-04T20:32:57.597465] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-04T20:32:57.597517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:57.597550] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:57.597597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:57.597666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:57.657711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:57.658857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:57.658953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:57.658986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:57.784917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:57.785147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:57.785190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:57.785218] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:57.789056] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-12-04T20:32:57.789403] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-04T20:32:57.789561] [INFO ] [sig       ] CLFD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:57.936476] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLFD.txt
[2025-12-04T20:32:57.936706] [INFO ] [sig       ] [698/3547] Completed CLFD in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:57.936748] [INFO ] [sig       ] [699/3547] Forecasting CLH...
[2025-12-04T20:32:57.936776] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-04T20:32:57.936806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-04T20:32:57.951610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-04T20:32:57.952201] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-04T20:32:57.953198] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-04T20:32:57.953255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:57.953287] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:57.953313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:57.953372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:58.011704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:58.012850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:58.012948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:58.012982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:58.141407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:58.141711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:58.141776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:58.141816] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:58.146668] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-04T20:32:58.147205] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-04T20:32:58.147430] [INFO ] [sig       ] CLH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:58.306611] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLH.txt
[2025-12-04T20:32:58.306846] [INFO ] [sig       ] [699/3547] Completed CLH in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:58.306890] [INFO ] [sig       ] [700/3547] Forecasting CLLS...
[2025-12-04T20:32:58.306918] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-04T20:32:58.306950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-04T20:32:58.321272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-04T20:32:58.321882] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-04T20:32:58.322859] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-04T20:32:58.322912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:58.322943] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:58.322968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:58.323024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:58.384190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:58.385641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:58.385776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:58.385808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:58.516352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:58.516666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:58.516715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:58.516743] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:58.520811] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-12-04T20:32:58.521131] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-04T20:32:58.521277] [INFO ] [sig       ] CLLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:58.674126] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLLS.txt
[2025-12-04T20:32:58.674357] [INFO ] [sig       ] [700/3547] Completed CLLS in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:58.674399] [INFO ] [sig       ] [701/3547] Forecasting CLMB...
[2025-12-04T20:32:58.674428] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-04T20:32:58.674461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-04T20:32:58.688564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-04T20:32:58.689168] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-04T20:32:58.690240] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-04T20:32:58.690295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:58.690336] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:58.690378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:58.690465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:58.748332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:58.749414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:58.749510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:58.749542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:58.875904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:58.876162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:58.876216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:58.876273] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:58.880321] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-12-04T20:32:58.880663] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-04T20:32:58.880805] [INFO ] [sig       ] CLMB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:59.029452] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CLMB.txt
[2025-12-04T20:32:59.029739] [INFO ] [sig       ] [701/3547] Completed CLMB in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:59.029804] [INFO ] [sig       ] [702/3547] Forecasting CLNE...
[2025-12-04T20:32:59.029849] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-04T20:32:59.029897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-04T20:32:59.046138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-04T20:32:59.046783] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-04T20:32:59.047757] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-04T20:32:59.047809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:59.047850] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:59.047884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:59.047962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:59.108195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:59.109425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:59.109537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:59.109568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:59.232585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:59.232825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:59.232875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:59.232907] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:59.236873] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-04T20:32:59.237172] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-04T20:32:59.237305] [INFO ] [sig       ] CLNE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:32:59.378716] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CLNE.txt
[2025-12-04T20:32:59.378919] [INFO ] [sig       ] [702/3547] Completed CLNE in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:59.378962] [INFO ] [sig       ] [703/3547] Forecasting CLOA...
[2025-12-04T20:32:59.378990] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-04T20:32:59.379019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-04T20:32:59.392305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-04T20:32:59.392752] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-04T20:32:59.393597] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-04T20:32:59.393655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:59.393689] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:59.393716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:59.393772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:59.450759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:59.451664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:59.451767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:59.451802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:59.550324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:59.550494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:59.550546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:59.550602] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:59.553880] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-12-04T20:32:59.554140] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-04T20:32:59.554261] [INFO ] [sig       ] CLOA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:32:59.691558] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLOA.txt
[2025-12-04T20:32:59.691687] [INFO ] [sig       ] [703/3547] Completed CLOA in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:32:59.691757] [INFO ] [sig       ] [704/3547] Forecasting CLRB...
[2025-12-04T20:32:59.691805] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-04T20:32:59.691845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-04T20:32:59.703221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-04T20:32:59.703500] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-04T20:32:59.704282] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-04T20:32:59.704334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:32:59.704366] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:32:59.704393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:32:59.704457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:32:59.761812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:32:59.762412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:32:59.762486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:32:59.762515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:32:59.876520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:32:59.876683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:32:59.876722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:32:59.876749] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:32:59.879997] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-04T20:32:59.880251] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-04T20:32:59.880366] [INFO ] [sig       ] CLRB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:00.018707] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLRB.txt
[2025-12-04T20:33:00.018863] [INFO ] [sig       ] [704/3547] Completed CLRB in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:33:00.018899] [INFO ] [sig       ] [705/3547] Forecasting CLRO...
[2025-12-04T20:33:00.018927] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-04T20:33:00.018957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-04T20:33:00.032008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-04T20:33:00.032629] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-04T20:33:00.033611] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-04T20:33:00.033673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:00.033714] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:00.033771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:00.033835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:00.095131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:00.096325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:00.096431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:00.096467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:00.217486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:00.217729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:00.217775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:00.217803] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:00.221777] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-04T20:33:00.222084] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-04T20:33:00.222218] [INFO ] [sig       ] CLRO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:00.373490] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CLRO.txt
[2025-12-04T20:33:00.373704] [INFO ] [sig       ] [705/3547] Completed CLRO in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:33:00.373749] [INFO ] [sig       ] [706/3547] Forecasting CLS...
[2025-12-04T20:33:00.373778] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-04T20:33:00.373809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-04T20:33:00.387305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-04T20:33:00.387895] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-04T20:33:00.388854] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-04T20:33:00.388913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:00.388959] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:00.388991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:00.389090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:00.447967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:00.449149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:00.449249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:00.449281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:00.574870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:00.575106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:00.575148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:00.575175] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:00.579061] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-12-04T20:33:00.579421] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-04T20:33:00.579648] [INFO ] [sig       ] CLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:00.725796] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLS.txt
[2025-12-04T20:33:00.726001] [INFO ] [sig       ] [706/3547] Completed CLS in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:33:00.726041] [INFO ] [sig       ] [707/3547] Forecasting CLX...
[2025-12-04T20:33:00.726068] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-04T20:33:00.726099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-04T20:33:00.739505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-04T20:33:00.740019] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-04T20:33:00.740950] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-04T20:33:00.741004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:00.741036] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:00.741102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:00.741162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:00.800311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:00.801408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:00.801504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:00.801538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:00.925350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:00.925616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:00.925677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:00.925707] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:00.929561] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-04T20:33:00.929978] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-04T20:33:00.930319] [INFO ] [sig       ] CLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:01.080456] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CLX.txt
[2025-12-04T20:33:01.080728] [INFO ] [sig       ] [707/3547] Completed CLX in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:33:01.080773] [INFO ] [sig       ] [708/3547] Forecasting CM...
[2025-12-04T20:33:01.080803] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-04T20:33:01.080835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-04T20:33:01.093632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-04T20:33:01.093950] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-04T20:33:01.094730] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-04T20:33:01.094780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:01.094810] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:01.094835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:01.094887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:01.150202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:01.150955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:01.151034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:01.151064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:01.271484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:01.271668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:01.271709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:01.271736] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:01.275026] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-12-04T20:33:01.275288] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-04T20:33:01.275405] [INFO ] [sig       ] CM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:01.413461] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CM.txt
[2025-12-04T20:33:01.413611] [INFO ] [sig       ] [708/3547] Completed CM in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:33:01.413650] [INFO ] [sig       ] [709/3547] Forecasting CMA...
[2025-12-04T20:33:01.413678] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-04T20:33:01.413714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-04T20:33:01.425266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-04T20:33:01.425550] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-04T20:33:01.426338] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-04T20:33:01.426390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:01.426422] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:01.426451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:01.426508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:01.483895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:01.484811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:01.484893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:01.484923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:01.609210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:01.609355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:01.609396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:01.609424] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:01.612842] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-04T20:33:01.613116] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-04T20:33:01.613261] [INFO ] [sig       ] CMA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:01.752825] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMA.txt
[2025-12-04T20:33:01.752981] [INFO ] [sig       ] [709/3547] Completed CMA in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:33:01.753018] [INFO ] [sig       ] [710/3547] Forecasting CMC...
[2025-12-04T20:33:01.753045] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-04T20:33:01.753074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-04T20:33:01.764898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-04T20:33:01.765244] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-04T20:33:01.766056] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-04T20:33:01.766108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:01.766138] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:01.766163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:01.766216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:01.823073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:01.824147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:01.824239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:01.824275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:01.951604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:01.951842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:01.951911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:01.951945] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:01.955989] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-04T20:33:01.956396] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-04T20:33:01.956552] [INFO ] [sig       ] CMC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:02.099240] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CMC.txt
[2025-12-04T20:33:02.099438] [INFO ] [sig       ] [710/3547] Completed CMC in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 16.2m
[2025-12-04T20:33:02.099480] [INFO ] [sig       ] [711/3547] Forecasting CMCM...
[2025-12-04T20:33:02.099508] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-04T20:33:02.099540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-04T20:33:02.111492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-04T20:33:02.111900] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-04T20:33:02.112790] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-04T20:33:02.112840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:02.112871] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:02.112896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:02.112951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:02.170629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:02.171786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:02.171887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:02.171919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:02.284420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:02.284679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:02.284729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:02.284757] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:02.288933] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-04T20:33:02.289304] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-04T20:33:02.289456] [INFO ] [sig       ] CMCM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:02.431923] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMCM.txt
[2025-12-04T20:33:02.432122] [INFO ] [sig       ] [711/3547] Completed CMCM in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-04T20:33:02.432161] [INFO ] [sig       ] [712/3547] Forecasting CMCO...
[2025-12-04T20:33:02.432190] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-04T20:33:02.432221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-04T20:33:02.445614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-04T20:33:02.446096] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-04T20:33:02.446925] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-04T20:33:02.446977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:02.447007] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:02.447032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:02.447087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:02.506061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:02.506965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:02.507050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:02.507083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:02.623538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:02.623708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:02.623748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:02.623774] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:02.627154] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=54.53%)
[2025-12-04T20:33:02.627429] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-04T20:33:02.627547] [INFO ] [sig       ] CMCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:02.767775] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMCO.txt
[2025-12-04T20:33:02.767920] [INFO ] [sig       ] [712/3547] Completed CMCO in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-04T20:33:02.767962] [INFO ] [sig       ] [713/3547] Forecasting CMCSA...
[2025-12-04T20:33:02.767989] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-04T20:33:02.768017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-04T20:33:02.781387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-04T20:33:02.781994] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-04T20:33:02.782909] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-04T20:33:02.782962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:02.782994] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:02.783020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:02.783075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:02.838813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:02.840114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:02.840228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:02.840262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:02.962343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:02.962588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:02.962637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:02.962664] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:02.966789] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-04T20:33:02.967232] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-04T20:33:02.967432] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:03.120964] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMCSA.txt
[2025-12-04T20:33:03.121179] [INFO ] [sig       ] [713/3547] Completed CMCSA in 0.4s | 2.92 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-04T20:33:03.121221] [INFO ] [sig       ] [714/3547] Forecasting CME...
[2025-12-04T20:33:03.121253] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-04T20:33:03.121282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-04T20:33:03.135038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-04T20:33:03.135518] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-04T20:33:03.136336] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-04T20:33:03.136387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:03.136418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:03.136444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:03.136498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:03.194023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:03.195359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:03.195462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:03.195498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:03.319714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:03.319980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:03.320026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:03.320055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:03.323995] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2025-12-04T20:33:03.324408] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-04T20:33:03.324607] [INFO ] [sig       ] CME: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:03.467130] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CME.txt
[2025-12-04T20:33:03.467265] [INFO ] [sig       ] [714/3547] Completed CME in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-04T20:33:03.467301] [INFO ] [sig       ] [715/3547] Forecasting CMG...
[2025-12-04T20:33:03.467328] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-04T20:33:03.467356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-04T20:33:03.478548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-04T20:33:03.478831] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-04T20:33:03.479594] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-04T20:33:03.479643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:03.479673] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:03.479698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:03.479751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:03.536843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:03.537513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:03.537607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:03.537642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:03.654164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:03.654322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:03.654363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:03.654392] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:03.657883] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-12-04T20:33:03.658155] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-04T20:33:03.658293] [INFO ] [sig       ] CMG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:03.795984] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMG.txt
[2025-12-04T20:33:03.796109] [INFO ] [sig       ] [715/3547] Completed CMG in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:03.796145] [INFO ] [sig       ] [716/3547] Forecasting CMI...
[2025-12-04T20:33:03.796173] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-04T20:33:03.796202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-04T20:33:03.807592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-04T20:33:03.807862] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-04T20:33:03.808663] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-04T20:33:03.808713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:03.808742] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:03.808767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:03.808821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:03.869079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:03.869781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:03.869855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:03.869888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:04.006323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:04.006479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:04.006519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:04.006546] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:04.009958] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-04T20:33:04.010258] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-04T20:33:04.010379] [INFO ] [sig       ] CMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:04.150922] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMI.txt
[2025-12-04T20:33:04.151082] [INFO ] [sig       ] [716/3547] Completed CMI in 0.4s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:04.151119] [INFO ] [sig       ] [717/3547] Forecasting CMMB...
[2025-12-04T20:33:04.151212] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-04T20:33:04.151247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-04T20:33:04.162007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-04T20:33:04.162380] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-04T20:33:04.163155] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-04T20:33:04.163205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:04.163235] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:04.163261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:04.163316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:04.220663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:04.221522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:04.221628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:04.221661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:04.338656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:04.338815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:04.338859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:04.338895] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:04.342421] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-12-04T20:33:04.342748] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-04T20:33:04.342883] [INFO ] [sig       ] CMMB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:04.491819] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CMMB.txt
[2025-12-04T20:33:04.491960] [INFO ] [sig       ] [717/3547] Completed CMMB in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:04.491997] [INFO ] [sig       ] [718/3547] Forecasting CMP...
[2025-12-04T20:33:04.492025] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-04T20:33:04.492054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-04T20:33:04.504283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-04T20:33:04.504718] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-04T20:33:04.505623] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-04T20:33:04.505680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:04.505726] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:04.505754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:04.505810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:04.563261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:04.564138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:04.564221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:04.564254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:04.683756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:04.683921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:04.683962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:04.683990] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:04.687358] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-04T20:33:04.687652] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-04T20:33:04.687774] [INFO ] [sig       ] CMP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:04.823938] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CMP.txt
[2025-12-04T20:33:04.824073] [INFO ] [sig       ] [718/3547] Completed CMP in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:04.824111] [INFO ] [sig       ] [719/3547] Forecasting CMPO...
[2025-12-04T20:33:04.824139] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-04T20:33:04.824170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-04T20:33:04.835273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-04T20:33:04.835543] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-04T20:33:04.836314] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-04T20:33:04.836364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:04.836394] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:04.836420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:04.836474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:04.895809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:04.896699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:04.896788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:04.896821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:05.020599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:05.020839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:05.020888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:05.020918] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:05.026928] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-04T20:33:05.027494] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-04T20:33:05.027729] [INFO ] [sig       ] CMPO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:05.190827] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CMPO.txt
[2025-12-04T20:33:05.190989] [INFO ] [sig       ] [719/3547] Completed CMPO in 0.4s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:05.191039] [INFO ] [sig       ] [720/3547] Forecasting CMPS...
[2025-12-04T20:33:05.191071] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-04T20:33:05.191099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-04T20:33:05.203653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-04T20:33:05.204048] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-04T20:33:05.204857] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-04T20:33:05.204907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:05.204936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:05.204961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:05.205015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:05.260680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:05.261624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:05.261710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:05.261740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:05.380894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:05.381057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:05.381096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:05.381122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:05.384475] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-04T20:33:05.384766] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-04T20:33:05.384885] [INFO ] [sig       ] CMPS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:05.519766] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMPS.txt
[2025-12-04T20:33:05.519932] [INFO ] [sig       ] [720/3547] Completed CMPS in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:05.520035] [INFO ] [sig       ] [721/3547] Forecasting CMRE...
[2025-12-04T20:33:05.520075] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-04T20:33:05.520115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-04T20:33:05.531966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-04T20:33:05.532337] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-04T20:33:05.533211] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-04T20:33:05.533263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:05.533294] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:05.533320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:05.533378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:05.589503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:05.590379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:05.590457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:05.590488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:05.706029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:05.706184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:05.706225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:05.706252] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:05.709551] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-04T20:33:05.709837] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-04T20:33:05.709955] [INFO ] [sig       ] CMRE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:05.847568] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMRE.txt
[2025-12-04T20:33:05.847739] [INFO ] [sig       ] [721/3547] Completed CMRE in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:05.847783] [INFO ] [sig       ] [722/3547] Forecasting CMS...
[2025-12-04T20:33:05.847812] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-04T20:33:05.847841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-04T20:33:05.859261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-04T20:33:05.859629] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-04T20:33:05.860396] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-04T20:33:05.860446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:05.860476] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:05.860502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:05.860556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:05.916470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:05.917300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:05.917379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:05.917409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:06.038320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:06.038481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:06.038520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:06.038547] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:06.041902] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-04T20:33:06.042185] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-04T20:33:06.042307] [INFO ] [sig       ] CMS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:06.179161] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMS.txt
[2025-12-04T20:33:06.179313] [INFO ] [sig       ] [722/3547] Completed CMS in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:06.179353] [INFO ] [sig       ] [723/3547] Forecasting CMSA...
[2025-12-04T20:33:06.179381] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-04T20:33:06.179409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-04T20:33:06.190990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-04T20:33:06.191294] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-04T20:33:06.192100] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-04T20:33:06.192150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:06.192181] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:06.192207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:06.192262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:06.248800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:06.249412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:06.249487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:06.249518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:06.356702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:06.356857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:06.356895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:06.356922] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:06.363390] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-04T20:33:06.363708] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-04T20:33:06.363864] [INFO ] [sig       ] CMSA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:06.500446] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMSA.txt
[2025-12-04T20:33:06.500596] [INFO ] [sig       ] [723/3547] Completed CMSA in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:06.500637] [INFO ] [sig       ] [724/3547] Forecasting CMSC...
[2025-12-04T20:33:06.500666] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-04T20:33:06.500696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-04T20:33:06.514566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-04T20:33:06.515046] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-04T20:33:06.516112] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-04T20:33:06.516180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:06.516227] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:06.516303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:06.516388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:06.582217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:06.583105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:06.583187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:06.583217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:06.691495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:06.691631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:06.691670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:06.691697] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:06.694822] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-04T20:33:06.695074] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-04T20:33:06.695189] [INFO ] [sig       ] CMSC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:06.830775] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CMSC.txt
[2025-12-04T20:33:06.830901] [INFO ] [sig       ] [724/3547] Completed CMSC in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:06.830937] [INFO ] [sig       ] [725/3547] Forecasting CMSD...
[2025-12-04T20:33:06.830968] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-04T20:33:06.830997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-04T20:33:06.842306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-04T20:33:06.842651] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-04T20:33:06.843478] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-04T20:33:06.843530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:06.843560] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:06.843615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:06.843675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:06.899200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:06.900105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:06.900187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:06.900218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:07.017121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:07.017267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:07.017303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:07.017347] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:07.020624] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-04T20:33:07.020886] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-04T20:33:07.021002] [INFO ] [sig       ] CMSD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:07.155652] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CMSD.txt
[2025-12-04T20:33:07.155772] [INFO ] [sig       ] [725/3547] Completed CMSD in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:07.155808] [INFO ] [sig       ] [726/3547] Forecasting CMTG...
[2025-12-04T20:33:07.155836] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-04T20:33:07.155865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-04T20:33:07.167030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-04T20:33:07.167308] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-04T20:33:07.168054] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-04T20:33:07.168102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:07.168132] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:07.168159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:07.168213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:07.223062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:07.223674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:07.223746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:07.223775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:07.337044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:07.337193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:07.337231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:07.337259] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:07.340655] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-04T20:33:07.340913] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-04T20:33:07.341030] [INFO ] [sig       ] CMTG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:07.477429] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CMTG.txt
[2025-12-04T20:33:07.477532] [INFO ] [sig       ] [726/3547] Completed CMTG in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:07.477567] [INFO ] [sig       ] [727/3547] Forecasting CMTL...
[2025-12-04T20:33:07.477614] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-04T20:33:07.477643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-04T20:33:07.488933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-04T20:33:07.489185] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-04T20:33:07.489930] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-04T20:33:07.489980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:07.490010] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:07.490035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:07.490088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:07.545924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:07.546498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:07.546598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:07.546631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:07.664974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:07.665131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:07.665170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:07.665197] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:07.668655] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-04T20:33:07.668936] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-04T20:33:07.669063] [INFO ] [sig       ] CMTL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:07.814168] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CMTL.txt
[2025-12-04T20:33:07.814320] [INFO ] [sig       ] [727/3547] Completed CMTL in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:07.814360] [INFO ] [sig       ] [728/3547] Forecasting CNA...
[2025-12-04T20:33:07.814400] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-04T20:33:07.814433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-04T20:33:07.825904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-04T20:33:07.826226] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-04T20:33:07.827048] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-04T20:33:07.827099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:07.827129] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:07.827154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:07.827208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:07.884761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:07.885401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:07.885476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:07.885506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:08.005365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:08.005517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:08.005554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:08.005600] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:08.008995] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-04T20:33:08.009281] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-04T20:33:08.009411] [INFO ] [sig       ] CNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:08.149261] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNA.txt
[2025-12-04T20:33:08.149412] [INFO ] [sig       ] [728/3547] Completed CNA in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 16.1m
[2025-12-04T20:33:08.149450] [INFO ] [sig       ] [729/3547] Forecasting CNC...
[2025-12-04T20:33:08.149477] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-04T20:33:08.149506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-04T20:33:08.160353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-04T20:33:08.160682] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-04T20:33:08.161421] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-04T20:33:08.161470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:08.161511] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:08.161538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:08.161611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:08.219189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:08.220018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:08.220099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:08.220130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:08.339105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:08.339246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:08.339283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:08.339310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:08.342563] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-04T20:33:08.342847] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-04T20:33:08.342969] [INFO ] [sig       ] CNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:08.483967] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CNC.txt
[2025-12-04T20:33:08.484137] [INFO ] [sig       ] [729/3547] Completed CNC in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-04T20:33:08.484174] [INFO ] [sig       ] [730/3547] Forecasting CNF...
[2025-12-04T20:33:08.484202] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-04T20:33:08.484231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-04T20:33:08.495404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-04T20:33:08.495746] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-04T20:33:08.496496] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-04T20:33:08.496545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:08.496592] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:08.496620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:08.496674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:08.553482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:08.554382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:08.554468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:08.554501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:08.660760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:08.660919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:08.660958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:08.660985] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:08.664950] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-04T20:33:08.665472] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-04T20:33:08.665622] [INFO ] [sig       ] CNF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:08.806849] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNF.txt
[2025-12-04T20:33:08.807011] [INFO ] [sig       ] [730/3547] Completed CNF in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-04T20:33:08.807057] [INFO ] [sig       ] [731/3547] Forecasting CNI...
[2025-12-04T20:33:08.807090] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-04T20:33:08.807151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-04T20:33:08.818499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-04T20:33:08.818968] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-04T20:33:08.819891] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-04T20:33:08.819944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:08.819975] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:08.820002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:08.820064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:08.876462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:08.877318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:08.877396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:08.877427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:08.997619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:08.997770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:08.997808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:08.997835] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:09.001109] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=19.68%)
[2025-12-04T20:33:09.001369] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-04T20:33:09.001484] [INFO ] [sig       ] CNI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:09.142460] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CNI.txt
[2025-12-04T20:33:09.142611] [INFO ] [sig       ] [731/3547] Completed CNI in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:09.142651] [INFO ] [sig       ] [732/3547] Forecasting CNK...
[2025-12-04T20:33:09.142680] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-04T20:33:09.142709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-04T20:33:09.154207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-04T20:33:09.154544] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-04T20:33:09.155350] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-04T20:33:09.155401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:09.155432] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:09.155457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:09.155512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:09.214956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:09.215852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:09.215935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:09.215968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:09.336786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:09.336906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:09.336946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:09.336974] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:09.340374] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-12-04T20:33:09.340678] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-04T20:33:09.340803] [INFO ] [sig       ] CNK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:09.476399] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNK.txt
[2025-12-04T20:33:09.476513] [INFO ] [sig       ] [732/3547] Completed CNK in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:09.476549] [INFO ] [sig       ] [733/3547] Forecasting CNM...
[2025-12-04T20:33:09.476593] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-04T20:33:09.476630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-04T20:33:09.489876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-04T20:33:09.490347] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-04T20:33:09.491370] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-04T20:33:09.491424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:09.491456] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:09.491482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:09.491538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:09.548137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:09.549302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:09.549407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:09.549441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:09.675307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:09.675539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:09.675602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:09.675633] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:09.679620] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-04T20:33:09.679948] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-04T20:33:09.680081] [INFO ] [sig       ] CNM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:09.828494] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CNM.txt
[2025-12-04T20:33:09.828717] [INFO ] [sig       ] [733/3547] Completed CNM in 0.4s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:09.828759] [INFO ] [sig       ] [734/3547] Forecasting CNMD...
[2025-12-04T20:33:09.828787] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-04T20:33:09.828817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-04T20:33:09.842414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-04T20:33:09.842986] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-04T20:33:09.843906] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-04T20:33:09.843958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:09.843989] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:09.844016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:09.844074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:09.902565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:09.903739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:09.903837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:09.903871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:10.031315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:10.031507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:10.031549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:10.031593] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:10.035154] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-04T20:33:10.035437] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-04T20:33:10.035560] [INFO ] [sig       ] CNMD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:10.178199] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CNMD.txt
[2025-12-04T20:33:10.178418] [INFO ] [sig       ] [734/3547] Completed CNMD in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:10.178476] [INFO ] [sig       ] [735/3547] Forecasting CNNE...
[2025-12-04T20:33:10.178515] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-04T20:33:10.178547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-04T20:33:10.190702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-04T20:33:10.191034] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-04T20:33:10.191846] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-04T20:33:10.191898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:10.191930] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:10.191956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:10.192014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:10.251251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:10.252148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:10.252243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:10.252280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:10.377592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:10.377749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:10.377788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:10.377815] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:10.381377] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-04T20:33:10.381669] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-04T20:33:10.381796] [INFO ] [sig       ] CNNE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:10.522754] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNNE.txt
[2025-12-04T20:33:10.522924] [INFO ] [sig       ] [735/3547] Completed CNNE in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:10.522962] [INFO ] [sig       ] [736/3547] Forecasting CNO...
[2025-12-04T20:33:10.522996] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-04T20:33:10.523029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-04T20:33:10.534738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-04T20:33:10.535107] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-04T20:33:10.535908] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-04T20:33:10.535957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:10.535987] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:10.536012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:10.536071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:10.591534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:10.592415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:10.592499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:10.592530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:10.720085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:10.720259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:10.720299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:10.720327] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:10.723781] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=28.53%)
[2025-12-04T20:33:10.724053] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-04T20:33:10.724189] [INFO ] [sig       ] CNO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:10.860655] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CNO.txt
[2025-12-04T20:33:10.860825] [INFO ] [sig       ] [736/3547] Completed CNO in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:10.860863] [INFO ] [sig       ] [737/3547] Forecasting CNOB...
[2025-12-04T20:33:10.860892] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-04T20:33:10.860921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-04T20:33:10.875305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-04T20:33:10.875684] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-04T20:33:10.876666] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-04T20:33:10.876725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:10.876762] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:10.876794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:10.876870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:10.949064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:10.949847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:10.949926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:10.949956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:11.067043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:11.067212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:11.067252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:11.067278] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:11.070681] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-12-04T20:33:11.070992] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-04T20:33:11.071123] [INFO ] [sig       ] CNOB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:11.207173] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNOB.txt
[2025-12-04T20:33:11.207320] [INFO ] [sig       ] [737/3547] Completed CNOB in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:11.207386] [INFO ] [sig       ] [738/3547] Forecasting CNP...
[2025-12-04T20:33:11.207415] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-04T20:33:11.207444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-04T20:33:11.218559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-04T20:33:11.218962] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-04T20:33:11.219747] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-04T20:33:11.219797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:11.219827] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:11.219853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:11.219907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:11.275546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:11.276405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:11.276485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:11.276516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:11.395028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:11.395183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:11.395223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:11.395250] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:11.398539] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-04T20:33:11.398813] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-04T20:33:11.398929] [INFO ] [sig       ] CNP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:11.534947] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNP.txt
[2025-12-04T20:33:11.535060] [INFO ] [sig       ] [738/3547] Completed CNP in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:11.535096] [INFO ] [sig       ] [739/3547] Forecasting CNQ...
[2025-12-04T20:33:11.535123] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-04T20:33:11.535151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-04T20:33:11.546314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-04T20:33:11.546621] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-04T20:33:11.547363] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-04T20:33:11.547412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:11.547442] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:11.547467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:11.547522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:11.605072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:11.605702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:11.605773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:11.605804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:11.728117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:11.728271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:11.728330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:11.728357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:11.731620] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-04T20:33:11.731881] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-04T20:33:11.731997] [INFO ] [sig       ] CNQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:11.872356] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNQ.txt
[2025-12-04T20:33:11.872505] [INFO ] [sig       ] [739/3547] Completed CNQ in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:11.872543] [INFO ] [sig       ] [740/3547] Forecasting CNS...
[2025-12-04T20:33:11.872598] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-04T20:33:11.872631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-04T20:33:11.883707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-04T20:33:11.884109] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-04T20:33:11.884933] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-04T20:33:11.884987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:11.885019] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:11.885047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:11.885104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:11.942110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:11.942982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:11.943060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:11.943091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:12.062876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:12.063035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:12.063076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:12.063105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:12.066450] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-04T20:33:12.066728] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-04T20:33:12.066844] [INFO ] [sig       ] CNS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:12.207174] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNS.txt
[2025-12-04T20:33:12.207323] [INFO ] [sig       ] [740/3547] Completed CNS in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:12.207361] [INFO ] [sig       ] [741/3547] Forecasting CNSP...
[2025-12-04T20:33:12.207390] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-04T20:33:12.207418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-04T20:33:12.218988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-04T20:33:12.219310] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-04T20:33:12.220083] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-04T20:33:12.220132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:12.220161] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:12.220186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:12.220276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:12.276932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:12.277785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:12.277888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:12.277922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:12.398773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:12.398923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:12.398961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:12.398988] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:12.402304] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-04T20:33:12.402562] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-04T20:33:12.402697] [INFO ] [sig       ] CNSP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:12.555004] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNSP.txt
[2025-12-04T20:33:12.555220] [INFO ] [sig       ] [741/3547] Completed CNSP in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:12.555262] [INFO ] [sig       ] [742/3547] Forecasting CNTA...
[2025-12-04T20:33:12.555293] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-04T20:33:12.555329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-04T20:33:12.568879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-04T20:33:12.569377] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-04T20:33:12.570350] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-04T20:33:12.570426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:12.570459] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:12.570485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:12.570544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:12.628904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:12.630003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:12.630106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:12.630139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:12.748029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:12.748260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:12.748332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:12.748360] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:12.752192] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-12-04T20:33:12.752502] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-04T20:33:12.752662] [INFO ] [sig       ] CNTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:12.899164] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNTA.txt
[2025-12-04T20:33:12.899376] [INFO ] [sig       ] [742/3547] Completed CNTA in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:12.899418] [INFO ] [sig       ] [743/3547] Forecasting CNTY...
[2025-12-04T20:33:12.899455] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-04T20:33:12.899488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-04T20:33:12.912959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-04T20:33:12.913358] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-04T20:33:12.914294] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-04T20:33:12.914346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:12.914384] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:12.914415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:12.914474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:12.972267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:12.973018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:12.973100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:12.973132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:13.094614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:13.094771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:13.094810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:13.094838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:13.098126] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-12-04T20:33:13.098404] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-04T20:33:13.098521] [INFO ] [sig       ] CNTY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:13.236266] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNTY.txt
[2025-12-04T20:33:13.236411] [INFO ] [sig       ] [743/3547] Completed CNTY in 0.3s | 2.92 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:13.236449] [INFO ] [sig       ] [744/3547] Forecasting CNVS...
[2025-12-04T20:33:13.236479] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-04T20:33:13.236508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-04T20:33:13.247557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-04T20:33:13.247924] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-04T20:33:13.248830] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-04T20:33:13.248883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:13.248916] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:13.248943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:13.248998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:13.304053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:13.304682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:13.304756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:13.304787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:13.421770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:13.421926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:13.421964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:13.421991] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:13.425261] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-12-04T20:33:13.425592] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-04T20:33:13.425731] [INFO ] [sig       ] CNVS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:13.561687] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNVS.txt
[2025-12-04T20:33:13.561807] [INFO ] [sig       ] [744/3547] Completed CNVS in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:13.561843] [INFO ] [sig       ] [745/3547] Forecasting CNX...
[2025-12-04T20:33:13.561872] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-04T20:33:13.561899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-04T20:33:13.572597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-04T20:33:13.572883] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-04T20:33:13.573640] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-04T20:33:13.573689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:13.573718] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:13.573743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:13.573797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:13.629594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:13.630347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:13.630426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:13.630458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:13.750427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:13.750559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:13.750616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:13.750643] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:13.753808] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-04T20:33:13.754061] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-04T20:33:13.754176] [INFO ] [sig       ] CNX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:13.902850] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNX.txt
[2025-12-04T20:33:13.903092] [INFO ] [sig       ] [745/3547] Completed CNX in 0.3s | 2.93 sym/s | Total: 4.2m | ETA: 16.0m
[2025-12-04T20:33:13.903143] [INFO ] [sig       ] [746/3547] Forecasting CNXC...
[2025-12-04T20:33:13.903174] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-04T20:33:13.903204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-04T20:33:13.917111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-04T20:33:13.917691] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-04T20:33:13.918750] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-04T20:33:13.918805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:13.918839] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:13.918867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:13.918925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:13.979514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:13.980748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:13.980879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:13.980914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:14.103603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:14.103836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:14.103891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:14.103919] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:14.107788] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-04T20:33:14.108106] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-04T20:33:14.108243] [INFO ] [sig       ] CNXC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:14.270549] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CNXC.txt
[2025-12-04T20:33:14.270789] [INFO ] [sig       ] [746/3547] Completed CNXC in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-04T20:33:14.270841] [INFO ] [sig       ] [747/3547] Forecasting CNXN...
[2025-12-04T20:33:14.270884] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-04T20:33:14.270917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-04T20:33:14.284052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-04T20:33:14.284423] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-04T20:33:14.285202] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-04T20:33:14.285252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:14.285281] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:14.285306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:14.285360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:14.343047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:14.343921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:14.344000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:14.344031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:14.460955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:14.461114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:14.461153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:14.461178] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:14.464483] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2025-12-04T20:33:14.464763] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-04T20:33:14.464901] [INFO ] [sig       ] CNXN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:14.601074] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CNXN.txt
[2025-12-04T20:33:14.601198] [INFO ] [sig       ] [747/3547] Completed CNXN in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-04T20:33:14.601234] [INFO ] [sig       ] [748/3547] Forecasting COCO...
[2025-12-04T20:33:14.601263] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-04T20:33:14.601291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-04T20:33:14.612731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-04T20:33:14.613054] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-04T20:33:14.613819] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-04T20:33:14.613869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:14.613899] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:14.613925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:14.613980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:14.669770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:14.670364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:14.670442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:14.670474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:14.790481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:14.790656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:14.790696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:14.790722] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:14.793984] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-04T20:33:14.794281] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-04T20:33:14.794399] [INFO ] [sig       ] COCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:14.932466] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/COCO.txt
[2025-12-04T20:33:14.932637] [INFO ] [sig       ] [748/3547] Completed COCO in 0.3s | 2.93 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:14.932677] [INFO ] [sig       ] [749/3547] Forecasting CODA...
[2025-12-04T20:33:14.932705] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-04T20:33:14.932734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-04T20:33:14.945742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-04T20:33:14.946235] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-04T20:33:14.947182] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-04T20:33:14.947236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:14.947269] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:14.947296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:14.947355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:15.007979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:15.009230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:15.009333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:15.009367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:15.124803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:15.125034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:15.125113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:15.125144] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:15.129093] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2025-12-04T20:33:15.129475] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-04T20:33:15.129673] [INFO ] [sig       ] CODA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:15.276050] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CODA.txt
[2025-12-04T20:33:15.276260] [INFO ] [sig       ] [749/3547] Completed CODA in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:15.276302] [INFO ] [sig       ] [750/3547] Forecasting CODI...
[2025-12-04T20:33:15.276331] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-04T20:33:15.276364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-04T20:33:15.290856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-04T20:33:15.291487] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-04T20:33:15.292610] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-04T20:33:15.292664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:15.292696] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:15.292722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:15.292779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:15.358396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:15.359759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:15.359866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:15.359900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:15.486636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:15.486880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:15.486926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:15.486953] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:15.491294] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-04T20:33:15.491643] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-04T20:33:15.491795] [INFO ] [sig       ] CODI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:15.645762] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CODI.txt
[2025-12-04T20:33:15.645982] [INFO ] [sig       ] [750/3547] Completed CODI in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:15.646025] [INFO ] [sig       ] [751/3547] Forecasting COF...
[2025-12-04T20:33:15.646054] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-04T20:33:15.646097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-04T20:33:15.660416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-04T20:33:15.661018] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-04T20:33:15.661978] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-04T20:33:15.662032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:15.662064] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:15.662090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:15.662148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:15.723975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:15.725185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:15.725330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:15.725364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:15.869800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:15.870036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:15.870083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:15.870112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:15.874091] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=35.99%)
[2025-12-04T20:33:15.874429] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-04T20:33:15.874590] [INFO ] [sig       ] COF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:16.015031] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COF.txt
[2025-12-04T20:33:16.015258] [INFO ] [sig       ] [751/3547] Completed COF in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:16.015301] [INFO ] [sig       ] [752/3547] Forecasting COFS...
[2025-12-04T20:33:16.015329] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-04T20:33:16.015360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-04T20:33:16.029016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-04T20:33:16.029623] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-04T20:33:16.030522] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-04T20:33:16.030597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:16.030634] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:16.030660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:16.030718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:16.088955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:16.090077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:16.090184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:16.090215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:16.213350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:16.213647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:16.213699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:16.213729] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:16.218481] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-04T20:33:16.218916] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-04T20:33:16.219132] [INFO ] [sig       ] COFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:16.367674] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COFS.txt
[2025-12-04T20:33:16.367895] [INFO ] [sig       ] [752/3547] Completed COFS in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:16.367937] [INFO ] [sig       ] [753/3547] Forecasting COIN...
[2025-12-04T20:33:16.367966] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-04T20:33:16.367999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-04T20:33:16.381643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-04T20:33:16.382119] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-04T20:33:16.383039] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-04T20:33:16.383092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:16.383157] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:16.383187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:16.383245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:16.444661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:16.446013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:16.446135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:16.446168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:16.569589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:16.569755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:16.569796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:16.569823] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:16.573256] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-04T20:33:16.573522] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-04T20:33:16.573665] [INFO ] [sig       ] COIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:16.709548] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COIN.txt
[2025-12-04T20:33:16.709686] [INFO ] [sig       ] [753/3547] Completed COIN in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:16.709722] [INFO ] [sig       ] [754/3547] Forecasting COLB...
[2025-12-04T20:33:16.709749] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-04T20:33:16.709777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-04T20:33:16.722250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-04T20:33:16.722590] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-04T20:33:16.723352] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-04T20:33:16.723401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:16.723430] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:16.723455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:16.723509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:16.778862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:16.779472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:16.779548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:16.779595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:16.896256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:16.896425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:16.896465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:16.896491] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:16.899914] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-04T20:33:16.900213] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-04T20:33:16.900348] [INFO ] [sig       ] COLB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:17.039542] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/COLB.txt
[2025-12-04T20:33:17.039693] [INFO ] [sig       ] [754/3547] Completed COLB in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:17.039762] [INFO ] [sig       ] [755/3547] Forecasting COLD...
[2025-12-04T20:33:17.039791] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-04T20:33:17.039818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-04T20:33:17.051181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-04T20:33:17.051494] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-04T20:33:17.052268] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-04T20:33:17.052317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:17.052346] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:17.052371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:17.052425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:17.107530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:17.108387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:17.108467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:17.108498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:17.226456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:17.226633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:17.226678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:17.226706] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:17.230216] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2025-12-04T20:33:17.230485] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-04T20:33:17.230627] [INFO ] [sig       ] COLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:17.369164] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COLD.txt
[2025-12-04T20:33:17.369293] [INFO ] [sig       ] [755/3547] Completed COLD in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:17.369329] [INFO ] [sig       ] [756/3547] Forecasting COLL...
[2025-12-04T20:33:17.369356] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-04T20:33:17.369384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-04T20:33:17.380339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-04T20:33:17.380621] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-04T20:33:17.381348] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-04T20:33:17.381397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:17.381427] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:17.381452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:17.381505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:17.437205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:17.438019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:17.438106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:17.438140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:17.562600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:17.562752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:17.562791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:17.562818] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:17.566071] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-04T20:33:17.566332] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-04T20:33:17.566448] [INFO ] [sig       ] COLL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:17.705725] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COLL.txt
[2025-12-04T20:33:17.705871] [INFO ] [sig       ] [756/3547] Completed COLL in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:17.705910] [INFO ] [sig       ] [757/3547] Forecasting COLM...
[2025-12-04T20:33:17.705944] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-04T20:33:17.705974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-04T20:33:17.717946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-04T20:33:17.718332] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-04T20:33:17.719160] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-04T20:33:17.719212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:17.719243] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:17.719274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:17.719328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:17.775267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:17.776055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:17.776135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:17.776166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:17.897245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:17.897430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:17.897471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:17.897497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:17.900982] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-12-04T20:33:17.901269] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-04T20:33:17.901398] [INFO ] [sig       ] COLM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:18.037473] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/COLM.txt
[2025-12-04T20:33:18.037659] [INFO ] [sig       ] [757/3547] Completed COLM in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:18.037700] [INFO ] [sig       ] [758/3547] Forecasting COMM...
[2025-12-04T20:33:18.037728] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-04T20:33:18.037756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-04T20:33:18.048869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-04T20:33:18.049214] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-04T20:33:18.050076] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-04T20:33:18.050130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:18.050161] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:18.050215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:18.050271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:18.106652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:18.107481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:18.107561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:18.107612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:18.228494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:18.228691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:18.228734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:18.228761] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:18.232352] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-12-04T20:33:18.232660] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-04T20:33:18.232787] [INFO ] [sig       ] COMM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:18.375700] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/COMM.txt
[2025-12-04T20:33:18.375906] [INFO ] [sig       ] [758/3547] Completed COMM in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:18.375947] [INFO ] [sig       ] [759/3547] Forecasting COMP...
[2025-12-04T20:33:18.375977] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-04T20:33:18.376009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-04T20:33:18.388874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-04T20:33:18.389374] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-04T20:33:18.390293] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-04T20:33:18.390344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:18.390376] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:18.390401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:18.390456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:18.447957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:18.449192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:18.449292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:18.449325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:18.571089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:18.571317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:18.571361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:18.571390] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:18.575188] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-04T20:33:18.575496] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-04T20:33:18.575695] [INFO ] [sig       ] COMP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:18.720602] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COMP.txt
[2025-12-04T20:33:18.720805] [INFO ] [sig       ] [759/3547] Completed COMP in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:18.720845] [INFO ] [sig       ] [760/3547] Forecasting CONL...
[2025-12-04T20:33:18.720875] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-04T20:33:18.720905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-04T20:33:18.734281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-04T20:33:18.734826] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-04T20:33:18.735723] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-04T20:33:18.735776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:18.735808] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:18.735835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:18.735893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:18.793883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:18.795020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:18.795117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:18.795149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:18.922894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:18.923155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:18.923201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:18.923257] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:18.927318] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-04T20:33:18.927632] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-04T20:33:18.927780] [INFO ] [sig       ] CONL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:19.072455] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CONL.txt
[2025-12-04T20:33:19.072674] [INFO ] [sig       ] [760/3547] Completed CONL in 0.4s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:19.072717] [INFO ] [sig       ] [761/3547] Forecasting COO...
[2025-12-04T20:33:19.072746] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-04T20:33:19.072778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-04T20:33:19.085835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-04T20:33:19.086290] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-04T20:33:19.087158] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-04T20:33:19.087209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:19.087241] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:19.087267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:19.087322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:19.144175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:19.145314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:19.145411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:19.145450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:19.267340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:19.267585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:19.267633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:19.267692] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:19.271674] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-04T20:33:19.272004] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-04T20:33:19.272144] [INFO ] [sig       ] COO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:19.414257] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/COO.txt
[2025-12-04T20:33:19.414500] [INFO ] [sig       ] [761/3547] Completed COO in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:19.414559] [INFO ] [sig       ] [762/3547] Forecasting COP...
[2025-12-04T20:33:19.414616] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-04T20:33:19.414648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-04T20:33:19.427924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-04T20:33:19.428368] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-04T20:33:19.429165] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-04T20:33:19.429215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:19.429244] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:19.429269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:19.429322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:19.486677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:19.487529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:19.487635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:19.487687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:19.607478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:19.607653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:19.607693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:19.607720] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:19.611075] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-04T20:33:19.611336] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-04T20:33:19.611451] [INFO ] [sig       ] COP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:19.756087] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COP.txt
[2025-12-04T20:33:19.756219] [INFO ] [sig       ] [762/3547] Completed COP in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:19.756263] [INFO ] [sig       ] [763/3547] Forecasting COPP...
[2025-12-04T20:33:19.756296] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-04T20:33:19.756329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-04T20:33:19.768375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-04T20:33:19.768800] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-04T20:33:19.769633] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-04T20:33:19.769684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:19.769714] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:19.769742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:19.769802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:19.828817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:19.829688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:19.829766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:19.829802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:19.945837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:19.945986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:19.946026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:19.946055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:19.949378] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=71.02%)
[2025-12-04T20:33:19.949710] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-04T20:33:19.949836] [INFO ] [sig       ] COPP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:20.098433] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/COPP.txt
[2025-12-04T20:33:20.098567] [INFO ] [sig       ] [763/3547] Completed COPP in 0.3s | 2.92 sym/s | Total: 4.3m | ETA: 15.9m
[2025-12-04T20:33:20.098622] [INFO ] [sig       ] [764/3547] Forecasting CORZ...
[2025-12-04T20:33:20.098649] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-04T20:33:20.098676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-04T20:33:20.110311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-04T20:33:20.110623] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-04T20:33:20.111381] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-04T20:33:20.111429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:20.111458] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:20.111496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:20.111551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:20.168342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:20.168980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:20.169062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:20.169121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:20.291541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:20.291710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:20.291749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:20.291775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:20.295041] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=45.64%)
[2025-12-04T20:33:20.295300] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-04T20:33:20.295415] [INFO ] [sig       ] CORZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:20.436049] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CORZ.txt
[2025-12-04T20:33:20.436168] [INFO ] [sig       ] [764/3547] Completed CORZ in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-04T20:33:20.436204] [INFO ] [sig       ] [765/3547] Forecasting CORZZ...
[2025-12-04T20:33:20.436231] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-04T20:33:20.436261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-04T20:33:20.447399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-04T20:33:20.447695] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-04T20:33:20.448521] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-04T20:33:20.448591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:20.448628] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:20.448653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:20.448706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:20.507320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:20.508057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:20.508135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:20.508166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:20.620256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:20.620416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:20.620456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:20.620485] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:20.623860] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-04T20:33:20.624133] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-04T20:33:20.624259] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:20.768451] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CORZZ.txt
[2025-12-04T20:33:20.768604] [INFO ] [sig       ] [765/3547] Completed CORZZ in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-04T20:33:20.768645] [INFO ] [sig       ] [766/3547] Forecasting COTY...
[2025-12-04T20:33:20.768673] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-04T20:33:20.768702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-04T20:33:20.784502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-04T20:33:20.785044] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-04T20:33:20.786181] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-04T20:33:20.786247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:20.786291] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:20.786339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:20.786423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:20.850027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:20.850941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:20.851020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:20.851051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:20.970114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:20.970270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:20.970309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:20.970339] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:20.973669] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-04T20:33:20.973928] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-04T20:33:20.974042] [INFO ] [sig       ] COTY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:21.114153] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COTY.txt
[2025-12-04T20:33:21.114312] [INFO ] [sig       ] [766/3547] Completed COTY in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:21.114350] [INFO ] [sig       ] [767/3547] Forecasting COWG...
[2025-12-04T20:33:21.114380] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-04T20:33:21.114411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-04T20:33:21.126386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-04T20:33:21.126751] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-04T20:33:21.127765] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-04T20:33:21.127828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:21.127871] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:21.127907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:21.127982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:21.190665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:21.191514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:21.191611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:21.191646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:21.308107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:21.308254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:21.308313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:21.308341] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:21.311630] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-04T20:33:21.311904] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-04T20:33:21.312026] [INFO ] [sig       ] COWG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:21.450625] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COWG.txt
[2025-12-04T20:33:21.450777] [INFO ] [sig       ] [767/3547] Completed COWG in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:21.450814] [INFO ] [sig       ] [768/3547] Forecasting COYA...
[2025-12-04T20:33:21.450842] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-04T20:33:21.450878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-04T20:33:21.462115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-04T20:33:21.462385] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-04T20:33:21.463147] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-04T20:33:21.463196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:21.463227] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:21.463253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:21.463312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:21.518901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:21.519804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:21.519914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:21.519946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:21.632556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:21.632692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:21.632730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:21.632758] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:21.636017] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-04T20:33:21.636281] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-04T20:33:21.636421] [INFO ] [sig       ] COYA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:21.772917] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/COYA.txt
[2025-12-04T20:33:21.773035] [INFO ] [sig       ] [768/3547] Completed COYA in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:21.773071] [INFO ] [sig       ] [769/3547] Forecasting CP...
[2025-12-04T20:33:21.773099] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-04T20:33:21.773128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-04T20:33:21.784079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-04T20:33:21.784359] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-04T20:33:21.785122] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-04T20:33:21.785172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:21.785202] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:21.785227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:21.785280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:21.840955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:21.841624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:21.841698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:21.841728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:21.959798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:21.959948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:21.959987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:21.960015] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:21.963300] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-12-04T20:33:21.963595] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-04T20:33:21.963712] [INFO ] [sig       ] CP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:22.100950] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CP.txt
[2025-12-04T20:33:22.101079] [INFO ] [sig       ] [769/3547] Completed CP in 0.3s | 2.93 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:22.101115] [INFO ] [sig       ] [770/3547] Forecasting CPA...
[2025-12-04T20:33:22.101142] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-04T20:33:22.101171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-04T20:33:22.113133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-04T20:33:22.113496] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-04T20:33:22.114298] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-04T20:33:22.114349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:22.114380] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:22.114429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:22.114501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:22.183647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:22.184778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:22.184884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:22.184937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:22.337484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:22.337688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:22.337739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:22.337774] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:22.342485] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-12-04T20:33:22.342916] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-04T20:33:22.343077] [INFO ] [sig       ] CPA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:22.482228] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CPA.txt
[2025-12-04T20:33:22.482361] [INFO ] [sig       ] [770/3547] Completed CPA in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:22.482397] [INFO ] [sig       ] [771/3547] Forecasting CPB...
[2025-12-04T20:33:22.482425] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-04T20:33:22.482454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-04T20:33:22.494507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-04T20:33:22.494847] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-04T20:33:22.495702] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-04T20:33:22.495754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:22.495786] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:22.495813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:22.495870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:22.553965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:22.554625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:22.554703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:22.554735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:22.670603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:22.670749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:22.670790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:22.670818] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:22.674139] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-12-04T20:33:22.674418] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-04T20:33:22.674538] [INFO ] [sig       ] CPB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:22.817027] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CPB.txt
[2025-12-04T20:33:22.817215] [INFO ] [sig       ] [771/3547] Completed CPB in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:22.817271] [INFO ] [sig       ] [772/3547] Forecasting CPF...
[2025-12-04T20:33:22.817318] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-04T20:33:22.817367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-04T20:33:22.828998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-04T20:33:22.829297] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-04T20:33:22.830065] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-04T20:33:22.830114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:22.830145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:22.830171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:22.830224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:22.888695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:22.889372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:22.889465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:22.889500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:23.003410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:23.003554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:23.003610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:23.003638] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:23.006885] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-04T20:33:23.007138] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-04T20:33:23.007252] [INFO ] [sig       ] CPF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:23.153842] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CPF.txt
[2025-12-04T20:33:23.154131] [INFO ] [sig       ] [772/3547] Completed CPF in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:23.154185] [INFO ] [sig       ] [773/3547] Forecasting CPIX...
[2025-12-04T20:33:23.154221] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-04T20:33:23.154262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-04T20:33:23.169222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-04T20:33:23.169808] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-04T20:33:23.170955] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-04T20:33:23.171009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:23.171042] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:23.171070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:23.171127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:23.230836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:23.232174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:23.232285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:23.232318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:23.356958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:23.357222] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:33:23.357268] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:23.357298] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:23.361245] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-04T20:33:23.361557] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-04T20:33:23.361721] [INFO ] [sig       ] CPIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:23.506195] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CPIX.txt
[2025-12-04T20:33:23.506460] [INFO ] [sig       ] [773/3547] Completed CPIX in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:23.506504] [INFO ] [sig       ] [774/3547] Forecasting CPK...
[2025-12-04T20:33:23.506544] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-04T20:33:23.506599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-04T20:33:23.520682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-04T20:33:23.521311] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-04T20:33:23.522290] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-04T20:33:23.522344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:23.522378] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:23.522402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:23.522458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:23.580384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:23.581597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:23.581699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:23.581730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:23.699670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:23.699843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:23.699884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:23.699913] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:23.703279] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-12-04T20:33:23.703552] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-04T20:33:23.703695] [INFO ] [sig       ] CPK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:23.845621] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CPK.txt
[2025-12-04T20:33:23.845848] [INFO ] [sig       ] [774/3547] Completed CPK in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:23.845890] [INFO ] [sig       ] [775/3547] Forecasting CPNG...
[2025-12-04T20:33:23.845919] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-04T20:33:23.845952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-04T20:33:23.859196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-04T20:33:23.859690] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-04T20:33:23.860471] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-04T20:33:23.860523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:23.860608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:23.860637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:23.860692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:23.915985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:23.916912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:23.916998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:23.917029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:24.039074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:24.039231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:24.039271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:24.039298] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:24.042669] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-12-04T20:33:24.042935] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-04T20:33:24.043057] [INFO ] [sig       ] CPNG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:24.182340] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CPNG.txt
[2025-12-04T20:33:24.182489] [INFO ] [sig       ] [775/3547] Completed CPNG in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:24.182526] [INFO ] [sig       ] [776/3547] Forecasting CPRI...
[2025-12-04T20:33:24.182554] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-04T20:33:24.182604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-04T20:33:24.195858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-04T20:33:24.196233] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-04T20:33:24.197251] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-04T20:33:24.197313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:24.197352] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:24.197387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:24.197463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:24.259923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:24.260796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:24.260875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:24.260907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:24.382084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:24.382242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:24.382282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:24.382309] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:24.385685] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-04T20:33:24.385985] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-04T20:33:24.386117] [INFO ] [sig       ] CPRI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:24.524130] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CPRI.txt
[2025-12-04T20:33:24.524283] [INFO ] [sig       ] [776/3547] Completed CPRI in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:24.524321] [INFO ] [sig       ] [777/3547] Forecasting CPRX...
[2025-12-04T20:33:24.524349] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-04T20:33:24.524382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-04T20:33:24.535278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-04T20:33:24.535684] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-04T20:33:24.536483] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-04T20:33:24.536535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:24.536603] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:24.536635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:24.536691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:24.593213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:24.593981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:24.594056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:24.594087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:24.712100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:24.712231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:24.712266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:24.712292] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:24.715504] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=79.79%)
[2025-12-04T20:33:24.715790] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-04T20:33:24.715911] [INFO ] [sig       ] CPRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:24.853715] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CPRX.txt
[2025-12-04T20:33:24.853840] [INFO ] [sig       ] [777/3547] Completed CPRX in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:24.853875] [INFO ] [sig       ] [778/3547] Forecasting CPS...
[2025-12-04T20:33:24.853903] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-04T20:33:24.853933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-04T20:33:24.865079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-04T20:33:24.865385] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-04T20:33:24.866168] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-04T20:33:24.866219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:24.866249] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:24.866274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:24.866329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:24.924838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:24.926197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:24.926332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:24.926366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:25.053556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:25.053804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:25.053851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:25.053927] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:25.057739] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=84.34%)
[2025-12-04T20:33:25.058037] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-04T20:33:25.058171] [INFO ] [sig       ] CPS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:25.207890] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CPS.txt
[2025-12-04T20:33:25.208085] [INFO ] [sig       ] [778/3547] Completed CPS in 0.4s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:25.208126] [INFO ] [sig       ] [779/3547] Forecasting CPSH...
[2025-12-04T20:33:25.208155] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-04T20:33:25.208186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-04T20:33:25.221880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-04T20:33:25.222311] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-04T20:33:25.223284] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-04T20:33:25.223359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:25.223391] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:25.223417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:25.223478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:25.283130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:25.284202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:25.284299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:25.284332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:25.407823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:25.408053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:25.408107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:25.408143] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:25.412495] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-04T20:33:25.413010] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-04T20:33:25.413215] [INFO ] [sig       ] CPSH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:25.557356] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CPSH.txt
[2025-12-04T20:33:25.557592] [INFO ] [sig       ] [779/3547] Completed CPSH in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:25.557637] [INFO ] [sig       ] [780/3547] Forecasting CPSS...
[2025-12-04T20:33:25.557665] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-04T20:33:25.557697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-04T20:33:25.570724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-04T20:33:25.571256] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-04T20:33:25.572176] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-04T20:33:25.572231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:25.572262] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:25.572287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:25.572346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:25.631736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:25.632927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:25.633036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:25.633069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:25.744388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:25.744637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:25.744684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:25.744712] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:25.748558] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-04T20:33:25.748970] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-04T20:33:25.749128] [INFO ] [sig       ] CPSS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:25.892405] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CPSS.txt
[2025-12-04T20:33:25.892630] [INFO ] [sig       ] [780/3547] Completed CPSS in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 15.8m
[2025-12-04T20:33:25.892681] [INFO ] [sig       ] [781/3547] Forecasting CPZ...
[2025-12-04T20:33:25.892709] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-04T20:33:25.892741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-04T20:33:25.905957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-04T20:33:25.906469] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-04T20:33:25.907379] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-04T20:33:25.907430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:25.907460] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:25.907485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:25.907541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:25.964261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:25.965400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:25.965508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:25.965541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:26.082838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:26.083063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:26.083108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:26.083134] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:26.086844] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=52.34%)
[2025-12-04T20:33:26.087164] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-04T20:33:26.087300] [INFO ] [sig       ] CPZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:26.237875] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CPZ.txt
[2025-12-04T20:33:26.238082] [INFO ] [sig       ] [781/3547] Completed CPZ in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-04T20:33:26.238122] [INFO ] [sig       ] [782/3547] Forecasting CQP...
[2025-12-04T20:33:26.238151] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-04T20:33:26.238182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-04T20:33:26.251522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-04T20:33:26.252140] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-04T20:33:26.253264] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-04T20:33:26.253322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:26.253362] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:26.253397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:26.253473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:26.313198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:26.314331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:26.314435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:26.314468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:26.440911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:26.441132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:26.441176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:26.441205] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:26.445248] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-04T20:33:26.445561] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-04T20:33:26.445758] [INFO ] [sig       ] CQP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:26.593704] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CQP.txt
[2025-12-04T20:33:26.593861] [INFO ] [sig       ] [782/3547] Completed CQP in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-04T20:33:26.593899] [INFO ] [sig       ] [783/3547] Forecasting CRAI...
[2025-12-04T20:33:26.593926] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-04T20:33:26.593954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-04T20:33:26.605840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-04T20:33:26.606215] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-04T20:33:26.606990] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-04T20:33:26.607040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:26.607070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:26.607095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:26.607149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:26.663389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:26.664356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:26.664444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:26.664478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:26.783414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:26.783596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:26.783638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:26.783665] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:26.787016] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-04T20:33:26.787293] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-04T20:33:26.787416] [INFO ] [sig       ] CRAI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:26.932147] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRAI.txt
[2025-12-04T20:33:26.932315] [INFO ] [sig       ] [783/3547] Completed CRAI in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-04T20:33:26.932356] [INFO ] [sig       ] [784/3547] Forecasting CRBG...
[2025-12-04T20:33:26.932384] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-04T20:33:26.932412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-04T20:33:26.948084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-04T20:33:26.948613] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-04T20:33:26.949673] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-04T20:33:26.949734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:26.949776] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:26.949810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:26.949885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:27.023208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:27.024413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:27.024534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:27.024609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:27.154124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:27.154277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:27.154318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:27.154363] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:27.157774] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-04T20:33:27.158063] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-04T20:33:27.158191] [INFO ] [sig       ] CRBG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:27.414672] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRBG.txt
[2025-12-04T20:33:27.414889] [INFO ] [sig       ] [784/3547] Completed CRBG in 0.5s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-04T20:33:27.414939] [INFO ] [sig       ] [785/3547] Forecasting CRBP...
[2025-12-04T20:33:27.414976] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-04T20:33:27.415015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-04T20:33:27.433792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-04T20:33:27.434294] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-04T20:33:27.435265] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-04T20:33:27.435320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:27.435352] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:27.435379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:27.435440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:27.507506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:27.508550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:27.508727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:27.508763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:27.661455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:27.661636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:27.661678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:27.661706] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:27.665922] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-04T20:33:27.666315] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-04T20:33:27.666497] [INFO ] [sig       ] CRBP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:27.837991] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRBP.txt
[2025-12-04T20:33:27.838206] [INFO ] [sig       ] [785/3547] Completed CRBP in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-04T20:33:27.838264] [INFO ] [sig       ] [786/3547] Forecasting CRC...
[2025-12-04T20:33:27.838347] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-04T20:33:27.838398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-04T20:33:27.851269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-04T20:33:27.851720] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-04T20:33:27.852599] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-04T20:33:27.852653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:27.852684] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:27.852709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:27.852765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:27.912642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:27.913600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:27.913715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:27.913751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:28.037551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:28.037719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:28.037760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:28.037789] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:28.041247] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=61.23%)
[2025-12-04T20:33:28.041605] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-04T20:33:28.041742] [INFO ] [sig       ] CRC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:28.186311] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRC.txt
[2025-12-04T20:33:28.186459] [INFO ] [sig       ] [786/3547] Completed CRC in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:28.186496] [INFO ] [sig       ] [787/3547] Forecasting CRDF...
[2025-12-04T20:33:28.186525] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-04T20:33:28.186555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-04T20:33:28.197334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-04T20:33:28.197637] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-04T20:33:28.198437] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-04T20:33:28.198487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:28.198517] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:28.198542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:28.198612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:28.254342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:28.255169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:28.255247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:28.255278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:28.376655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:28.376796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:28.376834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:28.376860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:28.380148] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-04T20:33:28.380407] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-04T20:33:28.380527] [INFO ] [sig       ] CRDF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:28.520507] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRDF.txt
[2025-12-04T20:33:28.520685] [INFO ] [sig       ] [787/3547] Completed CRDF in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:28.520723] [INFO ] [sig       ] [788/3547] Forecasting CRDO...
[2025-12-04T20:33:28.520752] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-04T20:33:28.520781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-04T20:33:28.532240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-04T20:33:28.532635] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-04T20:33:28.533414] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-04T20:33:28.533465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:28.533496] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:28.533535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:28.533608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:28.591335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:28.592177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:28.592256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:28.592287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:28.725603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:28.725753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:28.725791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:28.725819] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:28.729172] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-04T20:33:28.729445] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-04T20:33:28.729611] [INFO ] [sig       ] CRDO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:28.869427] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRDO.txt
[2025-12-04T20:33:28.869646] [INFO ] [sig       ] [788/3547] Completed CRDO in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:28.869688] [INFO ] [sig       ] [789/3547] Forecasting CREG...
[2025-12-04T20:33:28.869717] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-04T20:33:28.869746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-04T20:33:28.880744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-04T20:33:28.881100] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-04T20:33:28.881882] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-04T20:33:28.881932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:28.881962] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:28.881988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:28.882046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:28.938654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:28.939517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:28.939630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:28.939663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:29.044272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:29.044424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:29.044463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:29.044489] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:29.047823] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-04T20:33:29.048095] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-04T20:33:29.048216] [INFO ] [sig       ] CREG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:29.188000] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CREG.txt
[2025-12-04T20:33:29.188145] [INFO ] [sig       ] [789/3547] Completed CREG in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:29.188183] [INFO ] [sig       ] [790/3547] Forecasting CRESY...
[2025-12-04T20:33:29.188210] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-04T20:33:29.188240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-04T20:33:29.199314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-04T20:33:29.199689] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-04T20:33:29.200450] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-04T20:33:29.200501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:29.200532] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:29.200557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:29.200634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:29.258567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:29.259410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:29.259492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:29.259524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:29.384343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:29.384494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:29.384534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:29.384561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:29.388009] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-04T20:33:29.388348] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-04T20:33:29.388480] [INFO ] [sig       ] CRESY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:29.529505] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRESY.txt
[2025-12-04T20:33:29.529677] [INFO ] [sig       ] [790/3547] Completed CRESY in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:29.529717] [INFO ] [sig       ] [791/3547] Forecasting CREX...
[2025-12-04T20:33:29.529744] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-04T20:33:29.529773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-04T20:33:29.541755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-04T20:33:29.542087] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-04T20:33:29.542873] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-04T20:33:29.542923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:29.542954] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:29.542979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:29.543033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:29.598602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:29.599208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:29.599283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:29.599313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:29.718858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:29.719014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:29.719053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:29.719080] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:29.722426] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-04T20:33:29.722734] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-04T20:33:29.722855] [INFO ] [sig       ] CREX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:29.859911] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CREX.txt
[2025-12-04T20:33:29.860027] [INFO ] [sig       ] [791/3547] Completed CREX in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:29.860063] [INFO ] [sig       ] [792/3547] Forecasting CRGO...
[2025-12-04T20:33:29.860096] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-04T20:33:29.860127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-04T20:33:29.871044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-04T20:33:29.871295] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-04T20:33:29.872052] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-04T20:33:29.872101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:29.872156] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:29.872183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:29.872237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:29.927178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:29.927803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:29.927876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:29.927908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:30.046424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:30.046600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:30.046643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:30.046670] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:30.049949] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=47.04%)
[2025-12-04T20:33:30.050206] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-04T20:33:30.050323] [INFO ] [sig       ] CRGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:30.188796] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRGO.txt
[2025-12-04T20:33:30.188920] [INFO ] [sig       ] [792/3547] Completed CRGO in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:30.188956] [INFO ] [sig       ] [793/3547] Forecasting CRGY...
[2025-12-04T20:33:30.188983] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-04T20:33:30.189013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-04T20:33:30.199999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-04T20:33:30.200260] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-04T20:33:30.201017] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-04T20:33:30.201065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:30.201095] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:30.201120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:30.201174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:30.258566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:30.259532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:30.259635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:30.259669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:30.379917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:30.380079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:30.380119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:30.380146] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:30.383524] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-04T20:33:30.383836] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-04T20:33:30.383980] [INFO ] [sig       ] CRGY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:30.526418] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRGY.txt
[2025-12-04T20:33:30.526619] [INFO ] [sig       ] [793/3547] Completed CRGY in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:30.526659] [INFO ] [sig       ] [794/3547] Forecasting CRH...
[2025-12-04T20:33:30.526687] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-04T20:33:30.526717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-04T20:33:30.538722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-04T20:33:30.539085] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-04T20:33:30.539900] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-04T20:33:30.539952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:30.539984] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:30.540009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:30.540065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:30.598719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:30.599633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:30.599719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:30.599751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:30.721829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:30.722002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:30.722046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:30.722074] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:30.725547] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2025-12-04T20:33:30.725858] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-04T20:33:30.725988] [INFO ] [sig       ] CRH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:30.870778] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRH.txt
[2025-12-04T20:33:30.870916] [INFO ] [sig       ] [794/3547] Completed CRH in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:30.870955] [INFO ] [sig       ] [795/3547] Forecasting CRI...
[2025-12-04T20:33:30.870982] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-04T20:33:30.871012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-04T20:33:30.882792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-04T20:33:30.883160] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-04T20:33:30.884088] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-04T20:33:30.884140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:30.884172] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:30.884199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:30.884254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:30.941410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:30.942113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:30.942192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:30.942223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:31.063457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:31.063617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:31.063657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:31.063729] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:31.066977] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-04T20:33:31.067241] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-04T20:33:31.067359] [INFO ] [sig       ] CRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:31.203025] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRI.txt
[2025-12-04T20:33:31.203149] [INFO ] [sig       ] [795/3547] Completed CRI in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:31.203186] [INFO ] [sig       ] [796/3547] Forecasting CRK...
[2025-12-04T20:33:31.203213] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-04T20:33:31.203241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-04T20:33:31.214053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-04T20:33:31.214352] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-04T20:33:31.215193] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-04T20:33:31.215245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:31.215277] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:31.215304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:31.215359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:31.272819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:31.273588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:31.273666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:31.273698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:31.390237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:31.390385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:31.390424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:31.390452] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:31.393824] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-04T20:33:31.394094] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-04T20:33:31.394215] [INFO ] [sig       ] CRK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:31.532242] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRK.txt
[2025-12-04T20:33:31.532379] [INFO ] [sig       ] [796/3547] Completed CRK in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:31.532417] [INFO ] [sig       ] [797/3547] Forecasting CRL...
[2025-12-04T20:33:31.532445] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-04T20:33:31.532474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-04T20:33:31.544063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-04T20:33:31.544381] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-04T20:33:31.545183] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-04T20:33:31.545233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:31.545262] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:31.545286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:31.545341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:31.602340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:31.603027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:31.603106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:31.603138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:31.728407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:31.728567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:31.728625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:31.728652] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:31.732108] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=80.38%)
[2025-12-04T20:33:31.732393] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-04T20:33:31.732515] [INFO ] [sig       ] CRL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:31.870389] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRL.txt
[2025-12-04T20:33:31.870541] [INFO ] [sig       ] [797/3547] Completed CRL in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.7m
[2025-12-04T20:33:31.870609] [INFO ] [sig       ] [798/3547] Forecasting CRM...
[2025-12-04T20:33:31.870645] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-04T20:33:31.870681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-04T20:33:31.881799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-04T20:33:31.882091] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-04T20:33:31.882863] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-04T20:33:31.882912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:31.882941] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:31.882966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:31.883019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:31.939067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:31.939745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:31.939824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:31.939854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:32.062860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:32.063004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:32.063042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:32.063069] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:32.066293] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-04T20:33:32.066553] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-04T20:33:32.066688] [INFO ] [sig       ] CRM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:32.209064] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRM.txt
[2025-12-04T20:33:32.209199] [INFO ] [sig       ] [798/3547] Completed CRM in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-04T20:33:32.209236] [INFO ] [sig       ] [799/3547] Forecasting CRMD...
[2025-12-04T20:33:32.209264] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-04T20:33:32.209293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-04T20:33:32.220516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-04T20:33:32.220839] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-04T20:33:32.221609] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-04T20:33:32.221661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:32.221692] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:32.221718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:32.221787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:32.280919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:32.281712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:32.281790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:32.281821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:32.396458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:32.396608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:32.396647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:32.396673] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:32.400000] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-04T20:33:32.400263] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-04T20:33:32.400379] [INFO ] [sig       ] CRMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:32.542264] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRMD.txt
[2025-12-04T20:33:32.542399] [INFO ] [sig       ] [799/3547] Completed CRMD in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-04T20:33:32.542437] [INFO ] [sig       ] [800/3547] Forecasting CRML...
[2025-12-04T20:33:32.542464] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-04T20:33:32.542493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-04T20:33:32.553918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-04T20:33:32.554221] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-04T20:33:32.555144] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-04T20:33:32.555197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:32.555228] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:32.555254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:32.555309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:32.613771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:32.614463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:32.614545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:32.614595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:32.735126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:32.735273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:32.735311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:32.735339] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:32.738626] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-04T20:33:32.738886] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-04T20:33:32.739002] [INFO ] [sig       ] CRML: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:32.880981] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRML.txt
[2025-12-04T20:33:32.881114] [INFO ] [sig       ] [800/3547] Completed CRML in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-04T20:33:32.881154] [INFO ] [sig       ] [801/3547] Forecasting CRNC...
[2025-12-04T20:33:32.881183] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-04T20:33:32.881213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-04T20:33:32.893595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-04T20:33:32.894029] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-04T20:33:32.894865] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-04T20:33:32.894936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:32.894967] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:32.894992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:32.895047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:32.951556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:32.952478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:32.952603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:32.952644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:33.069515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:33.069691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:33.069732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:33.069759] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:33.073118] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=41.73%)
[2025-12-04T20:33:33.073425] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-04T20:33:33.073548] [INFO ] [sig       ] CRNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:33.220287] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRNC.txt
[2025-12-04T20:33:33.220441] [INFO ] [sig       ] [801/3547] Completed CRNC in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-04T20:33:33.220478] [INFO ] [sig       ] [802/3547] Forecasting CRNX...
[2025-12-04T20:33:33.220505] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-04T20:33:33.220535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-04T20:33:33.232549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-04T20:33:33.232954] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-04T20:33:33.233756] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-04T20:33:33.233807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:33.233839] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:33.233866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:33.233922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:33.291684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:33.292310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:33.292417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:33.292450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:33.417226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:33.417389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:33.417431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:33.417458] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:33.421152] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-04T20:33:33.421441] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-04T20:33:33.421568] [INFO ] [sig       ] CRNX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:33.564910] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRNX.txt
[2025-12-04T20:33:33.565071] [INFO ] [sig       ] [802/3547] Completed CRNX in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-04T20:33:33.565110] [INFO ] [sig       ] [803/3547] Forecasting CRON...
[2025-12-04T20:33:33.565138] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-04T20:33:33.565169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-04T20:33:33.577047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-04T20:33:33.577417] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-04T20:33:33.578221] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-04T20:33:33.581479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:33.581599] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:33.581630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:33.581690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:33.640497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:33.641432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:33.641517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:33.641549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:33.765654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:33.765821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:33.765863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:33.765892] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:33.769477] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=60.65%)
[2025-12-04T20:33:33.769807] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-04T20:33:33.769966] [INFO ] [sig       ] CRON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:33.909475] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRON.txt
[2025-12-04T20:33:33.909915] [INFO ] [sig       ] [803/3547] Completed CRON in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:33.909958] [INFO ] [sig       ] [804/3547] Forecasting CROX...
[2025-12-04T20:33:33.909987] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-04T20:33:33.910020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-04T20:33:33.922478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-04T20:33:33.922829] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-04T20:33:33.923639] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-04T20:33:33.923687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:33.923717] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:33.923742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:33.923796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:33.981409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:33.982171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:33.982255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:33.982286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:34.099058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:34.099216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:34.099256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:34.099281] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:34.102712] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-04T20:33:34.102991] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-04T20:33:34.103114] [INFO ] [sig       ] CROX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:34.243958] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CROX.txt
[2025-12-04T20:33:34.244099] [INFO ] [sig       ] [804/3547] Completed CROX in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:34.244137] [INFO ] [sig       ] [805/3547] Forecasting CRS...
[2025-12-04T20:33:34.244164] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-04T20:33:34.244196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-04T20:33:34.256068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-04T20:33:34.256364] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-04T20:33:34.257165] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-04T20:33:34.257217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:34.257247] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:34.257271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:34.257325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:34.316494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:34.317324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:34.317413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:34.317448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:34.435636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:34.435801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:34.435841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:34.435871] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:34.439286] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-04T20:33:34.439611] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-04T20:33:34.439743] [INFO ] [sig       ] CRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:34.588997] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRS.txt
[2025-12-04T20:33:34.589193] [INFO ] [sig       ] [805/3547] Completed CRS in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:34.589233] [INFO ] [sig       ] [806/3547] Forecasting CRSP...
[2025-12-04T20:33:34.589261] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-04T20:33:34.589292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-04T20:33:34.601101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-04T20:33:34.601478] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-04T20:33:34.602276] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-04T20:33:34.602327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:34.602358] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:34.602383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:34.602437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:34.658712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:34.659603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:34.659685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:34.659716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:34.776036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:34.776188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:34.776227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:34.776254] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:34.779633] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-04T20:33:34.779962] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-04T20:33:34.780091] [INFO ] [sig       ] CRSP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:34.921838] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRSP.txt
[2025-12-04T20:33:34.921987] [INFO ] [sig       ] [806/3547] Completed CRSP in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:34.922023] [INFO ] [sig       ] [807/3547] Forecasting CRTO...
[2025-12-04T20:33:34.922051] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-04T20:33:34.922080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-04T20:33:34.933700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-04T20:33:34.934037] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-04T20:33:34.934802] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-04T20:33:34.934852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:34.934882] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:34.934908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:34.934961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:34.993074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:34.993933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:34.994012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:34.994045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:35.117399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:35.117545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:35.117602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:35.117636] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:35.120985] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-04T20:33:35.121247] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-04T20:33:35.121364] [INFO ] [sig       ] CRTO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:35.260686] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRTO.txt
[2025-12-04T20:33:35.260819] [INFO ] [sig       ] [807/3547] Completed CRTO in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:35.260855] [INFO ] [sig       ] [808/3547] Forecasting CRUS...
[2025-12-04T20:33:35.260882] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-04T20:33:35.260911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-04T20:33:35.272484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-04T20:33:35.272823] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-04T20:33:35.273592] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-04T20:33:35.273642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:35.273672] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:35.273698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:35.273751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:35.331519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:35.332223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:35.332300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:35.332331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:35.456237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:35.456405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:35.456452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:35.456482] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:35.459871] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-04T20:33:35.460141] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-04T20:33:35.460261] [INFO ] [sig       ] CRUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:35.600123] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRUS.txt
[2025-12-04T20:33:35.600247] [INFO ] [sig       ] [808/3547] Completed CRUS in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:35.600283] [INFO ] [sig       ] [809/3547] Forecasting CRVL...
[2025-12-04T20:33:35.600310] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-04T20:33:35.600339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-04T20:33:35.611859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-04T20:33:35.612151] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-04T20:33:35.612944] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-04T20:33:35.612995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:35.613053] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:35.613081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:35.613137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:35.680886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:35.682334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:35.682455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:35.682498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:35.802355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:35.802601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:35.802649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:35.802677] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:35.806401] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-04T20:33:35.806742] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-04T20:33:35.806889] [INFO ] [sig       ] CRVL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:35.947296] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRVL.txt
[2025-12-04T20:33:35.947456] [INFO ] [sig       ] [809/3547] Completed CRVL in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:35.947494] [INFO ] [sig       ] [810/3547] Forecasting CRVO...
[2025-12-04T20:33:35.947520] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-04T20:33:35.947553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-04T20:33:35.959119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-04T20:33:35.959394] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-04T20:33:35.960166] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-04T20:33:35.960215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:35.960245] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:35.960270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:35.960322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:36.023924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:36.024865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:36.024948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:36.024980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:36.145043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:36.145206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:36.145246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:36.145273] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:36.148872] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-04T20:33:36.149174] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-04T20:33:36.149306] [INFO ] [sig       ] CRVO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:36.288795] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRVO.txt
[2025-12-04T20:33:36.289008] [INFO ] [sig       ] [810/3547] Completed CRVO in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:36.289050] [INFO ] [sig       ] [811/3547] Forecasting CRVS...
[2025-12-04T20:33:36.289077] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-04T20:33:36.289109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-04T20:33:36.302330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-04T20:33:36.302766] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-04T20:33:36.303545] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-04T20:33:36.303614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:36.303646] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:36.303680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:36.303741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:36.361284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:36.362228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:36.362317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:36.362348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:36.494394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:36.494642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:36.494688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:36.494716] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:36.498792] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-12-04T20:33:36.499138] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-04T20:33:36.499302] [INFO ] [sig       ] CRVS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:36.654060] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CRVS.txt
[2025-12-04T20:33:36.654252] [INFO ] [sig       ] [811/3547] Completed CRVS in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:36.654291] [INFO ] [sig       ] [812/3547] Forecasting CRWD...
[2025-12-04T20:33:36.654319] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-04T20:33:36.654352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-04T20:33:36.667667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-04T20:33:36.668136] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-04T20:33:36.668956] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-04T20:33:36.669008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:36.669051] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:36.669078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:36.669131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:36.724995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:36.725919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:36.726004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:36.726036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:36.846506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:36.846682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:36.846721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:36.846795] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:36.850233] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2025-12-04T20:33:36.850549] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-04T20:33:36.850702] [INFO ] [sig       ] CRWD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:36.990729] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRWD.txt
[2025-12-04T20:33:36.990878] [INFO ] [sig       ] [812/3547] Completed CRWD in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:36.990914] [INFO ] [sig       ] [813/3547] Forecasting CRWS...
[2025-12-04T20:33:36.990942] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-04T20:33:36.990971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-04T20:33:37.001443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-04T20:33:37.001817] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-04T20:33:37.002640] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-04T20:33:37.002691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:37.002722] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:37.002748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:37.002804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:37.077567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:37.078456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:37.078535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:37.078566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:37.186423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:37.186589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:37.186629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:37.186656] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:37.189933] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-04T20:33:37.190190] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-04T20:33:37.190326] [INFO ] [sig       ] CRWS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:37.327100] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CRWS.txt
[2025-12-04T20:33:37.327214] [INFO ] [sig       ] [813/3547] Completed CRWS in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:37.327249] [INFO ] [sig       ] [814/3547] Forecasting CSAN...
[2025-12-04T20:33:37.327276] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-04T20:33:37.327304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-04T20:33:37.338350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-04T20:33:37.338628] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-04T20:33:37.339366] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-04T20:33:37.339415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:37.339445] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:37.339469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:37.339524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:37.395897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:37.396502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:37.396592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:37.396631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:37.514030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:37.514166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:37.514204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:37.514231] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:37.517483] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=63.68%)
[2025-12-04T20:33:37.517784] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-04T20:33:37.517911] [INFO ] [sig       ] CSAN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:37.655833] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CSAN.txt
[2025-12-04T20:33:37.655960] [INFO ] [sig       ] [814/3547] Completed CSAN in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:37.655997] [INFO ] [sig       ] [815/3547] Forecasting CSB...
[2025-12-04T20:33:37.656024] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-04T20:33:37.656054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-04T20:33:37.669754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-04T20:33:37.670383] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-04T20:33:37.671397] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-04T20:33:37.671451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:37.671483] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:37.671509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:37.671565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:37.728192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:37.729376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:37.729477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:37.729509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:37.844447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:37.844720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:37.844769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:37.844798] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:37.848833] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=80.36%)
[2025-12-04T20:33:37.849135] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-04T20:33:37.849265] [INFO ] [sig       ] CSB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:37.989709] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CSB.txt
[2025-12-04T20:33:37.989920] [INFO ] [sig       ] [815/3547] Completed CSB in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.6m
[2025-12-04T20:33:37.989970] [INFO ] [sig       ] [816/3547] Forecasting CSCO...
[2025-12-04T20:33:37.990002] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-04T20:33:37.990032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-04T20:33:38.003521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-04T20:33:38.004121] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-04T20:33:38.005149] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-04T20:33:38.005205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:38.005238] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:38.005264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:38.005320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:38.065621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:38.066797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:38.066893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:38.066926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:38.194482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:38.194756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:38.194814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:38.194846] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:38.198913] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-04T20:33:38.199228] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-04T20:33:38.199377] [INFO ] [sig       ] CSCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:38.349071] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CSCO.txt
[2025-12-04T20:33:38.349264] [INFO ] [sig       ] [816/3547] Completed CSCO in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-04T20:33:38.349306] [INFO ] [sig       ] [817/3547] Forecasting CSGS...
[2025-12-04T20:33:38.349336] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-04T20:33:38.349369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-04T20:33:38.362685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-04T20:33:38.363170] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-04T20:33:38.364074] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-04T20:33:38.364126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:38.364158] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:38.364184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:38.364241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:38.424389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:38.425523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:38.425637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:38.425671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:38.558260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:38.558533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:38.558606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:38.558639] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:38.562617] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-04T20:33:38.562934] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-04T20:33:38.563106] [INFO ] [sig       ] CSGS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:38.739534] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CSGS.txt
[2025-12-04T20:33:38.739794] [INFO ] [sig       ] [817/3547] Completed CSGS in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-04T20:33:38.739837] [INFO ] [sig       ] [818/3547] Forecasting CSIQ...
[2025-12-04T20:33:38.739866] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-04T20:33:38.739898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-04T20:33:38.754802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-04T20:33:38.755423] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-04T20:33:38.756626] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-04T20:33:38.756695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:38.756757] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:38.756797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:38.756880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:38.827304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:38.828741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:38.828870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:38.828919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:38.966802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:38.967039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:38.967100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:38.967130] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:38.972389] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-04T20:33:38.972859] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-04T20:33:38.973043] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:39.115610] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CSIQ.txt
[2025-12-04T20:33:39.115776] [INFO ] [sig       ] [818/3547] Completed CSIQ in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-04T20:33:39.115816] [INFO ] [sig       ] [819/3547] Forecasting CSPI...
[2025-12-04T20:33:39.115842] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-04T20:33:39.115870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-04T20:33:39.126934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-04T20:33:39.127279] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-04T20:33:39.128070] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-04T20:33:39.128118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:39.128147] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:39.128173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:39.128226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:39.185062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:39.185970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:39.186089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:39.186122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:39.300455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:39.300636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:39.300699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:39.300730] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:39.304038] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-04T20:33:39.304302] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-04T20:33:39.304419] [INFO ] [sig       ] CSPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:39.446020] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CSPI.txt
[2025-12-04T20:33:39.446200] [INFO ] [sig       ] [819/3547] Completed CSPI in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-04T20:33:39.446241] [INFO ] [sig       ] [820/3547] Forecasting CSQ...
[2025-12-04T20:33:39.446268] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-04T20:33:39.446298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-04T20:33:39.457786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-04T20:33:39.458057] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-04T20:33:39.458908] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-04T20:33:39.458958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:39.458989] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:39.459014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:39.459067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:39.513978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:39.514655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:39.514731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:39.514761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:39.634597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:39.634831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:39.634880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:39.634908] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:39.638888] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-04T20:33:39.639205] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-04T20:33:39.639353] [INFO ] [sig       ] CSQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:39.781979] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CSQ.txt
[2025-12-04T20:33:39.782154] [INFO ] [sig       ] [820/3547] Completed CSQ in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-04T20:33:39.782194] [INFO ] [sig       ] [821/3547] Forecasting CSTL...
[2025-12-04T20:33:39.782223] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-04T20:33:39.782255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-04T20:33:39.795710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-04T20:33:39.796188] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-04T20:33:39.797073] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-04T20:33:39.797124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:39.797154] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:39.797178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:39.797234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:39.853122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:39.854124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:39.854274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:39.854307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:39.978711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:39.978947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:39.978990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:39.979018] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:39.982911] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-04T20:33:39.983269] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-04T20:33:39.983467] [INFO ] [sig       ] CSTL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:40.128724] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CSTL.txt
[2025-12-04T20:33:40.128973] [INFO ] [sig       ] [821/3547] Completed CSTL in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:40.129016] [INFO ] [sig       ] [822/3547] Forecasting CSTM...
[2025-12-04T20:33:40.129045] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-04T20:33:40.129076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-04T20:33:40.142412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-04T20:33:40.142993] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-04T20:33:40.143915] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-04T20:33:40.143967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:40.144000] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:40.144026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:40.144084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:40.200587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:40.201715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:40.201817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:40.201848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:40.329821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:40.330070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:40.330119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:40.330149] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:40.334170] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-12-04T20:33:40.334622] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-04T20:33:40.334775] [INFO ] [sig       ] CSTM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:40.478638] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CSTM.txt
[2025-12-04T20:33:40.478881] [INFO ] [sig       ] [822/3547] Completed CSTM in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:40.478922] [INFO ] [sig       ] [823/3547] Forecasting CSWC...
[2025-12-04T20:33:40.478949] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-04T20:33:40.478981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-04T20:33:40.491893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-04T20:33:40.492368] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-04T20:33:40.493216] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-04T20:33:40.493267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:40.493316] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:40.493343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:40.493399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:40.549840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:40.550938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:40.551036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:40.551069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:40.670714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:40.670944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:40.670988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:40.671015] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:40.674830] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-04T20:33:40.675123] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-04T20:33:40.675248] [INFO ] [sig       ] CSWC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:40.818682] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CSWC.txt
[2025-12-04T20:33:40.818908] [INFO ] [sig       ] [823/3547] Completed CSWC in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:40.818951] [INFO ] [sig       ] [824/3547] Forecasting CSX...
[2025-12-04T20:33:40.818979] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-04T20:33:40.819011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-04T20:33:40.832734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-04T20:33:40.833315] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-04T20:33:40.834197] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-04T20:33:40.834248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:40.834277] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:40.834303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:40.834357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:40.891411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:40.892683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:40.892801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:40.892833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:41.017885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:41.018127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:41.018174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:41.018204] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:41.022268] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=33.18%)
[2025-12-04T20:33:41.022623] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-04T20:33:41.022772] [INFO ] [sig       ] CSX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:41.166189] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CSX.txt
[2025-12-04T20:33:41.166407] [INFO ] [sig       ] [824/3547] Completed CSX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:41.166448] [INFO ] [sig       ] [825/3547] Forecasting CTAS...
[2025-12-04T20:33:41.166475] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-04T20:33:41.166507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-04T20:33:41.179794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-04T20:33:41.180264] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-04T20:33:41.181067] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-04T20:33:41.181117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:41.181148] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:41.181172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:41.181225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:41.237060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:41.237975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:41.238058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:41.238088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:41.352653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:41.352802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:41.352840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:41.352866] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:41.356086] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-04T20:33:41.356338] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-04T20:33:41.356453] [INFO ] [sig       ] CTAS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:41.492438] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTAS.txt
[2025-12-04T20:33:41.492560] [INFO ] [sig       ] [825/3547] Completed CTAS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:41.492621] [INFO ] [sig       ] [826/3547] Forecasting CTBB...
[2025-12-04T20:33:41.492650] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-04T20:33:41.492677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-04T20:33:41.503705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-04T20:33:41.503986] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-04T20:33:41.504791] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-04T20:33:41.504841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:41.504905] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:41.504943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:41.505021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:41.560912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:41.561543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:41.561634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:41.561666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:41.676039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:41.676175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:41.676213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:41.676239] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:41.679504] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-04T20:33:41.679791] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-04T20:33:41.679914] [INFO ] [sig       ] CTBB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:41.816153] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTBB.txt
[2025-12-04T20:33:41.816268] [INFO ] [sig       ] [826/3547] Completed CTBB in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:41.816304] [INFO ] [sig       ] [827/3547] Forecasting CTBI...
[2025-12-04T20:33:41.816338] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-04T20:33:41.816366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-04T20:33:41.827168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-04T20:33:41.827439] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-04T20:33:41.828244] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-04T20:33:41.828332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:41.828364] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:41.828390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:41.828445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:41.884309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:41.884937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:41.885011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:41.885041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:42.005053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:42.005191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:42.005228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:42.005255] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:42.008486] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-04T20:33:42.008768] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-04T20:33:42.008888] [INFO ] [sig       ] CTBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:42.144743] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTBI.txt
[2025-12-04T20:33:42.144865] [INFO ] [sig       ] [827/3547] Completed CTBI in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:42.144901] [INFO ] [sig       ] [828/3547] Forecasting CTDD...
[2025-12-04T20:33:42.144929] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-04T20:33:42.144957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-04T20:33:42.160588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-04T20:33:42.160910] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-04T20:33:42.161711] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-04T20:33:42.161760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:42.161790] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:42.161815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:42.161871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:42.216976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:42.217626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:42.217704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:42.217734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:42.334224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:42.334458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:42.334501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:42.334529] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:42.338449] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=55.37%)
[2025-12-04T20:33:42.338807] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-04T20:33:42.338948] [INFO ] [sig       ] CTDD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:42.480403] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTDD.txt
[2025-12-04T20:33:42.480621] [INFO ] [sig       ] [828/3547] Completed CTDD in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:42.480674] [INFO ] [sig       ] [829/3547] Forecasting CTKB...
[2025-12-04T20:33:42.480709] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-04T20:33:42.480749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-04T20:33:42.493870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-04T20:33:42.494264] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-04T20:33:42.495135] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-04T20:33:42.495187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:42.495218] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:42.495244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:42.495301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:42.555235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:42.556325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:42.556429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:42.556463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:42.676954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:42.677175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:42.677218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:42.677291] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:42.681215] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-04T20:33:42.681646] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-04T20:33:42.681819] [INFO ] [sig       ] CTKB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:42.827272] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTKB.txt
[2025-12-04T20:33:42.827484] [INFO ] [sig       ] [829/3547] Completed CTKB in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:42.827525] [INFO ] [sig       ] [830/3547] Forecasting CTLP...
[2025-12-04T20:33:42.827552] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-04T20:33:42.827604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-04T20:33:42.840222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-04T20:33:42.840685] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-04T20:33:42.841526] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-04T20:33:42.841603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:42.841636] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:42.841661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:42.841716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:42.901966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:42.903168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:42.903283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:42.903317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:43.023650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:43.023877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:43.023921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:43.023974] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:43.027805] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2025-12-04T20:33:43.028111] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-04T20:33:43.028244] [INFO ] [sig       ] CTLP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:43.174905] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTLP.txt
[2025-12-04T20:33:43.175109] [INFO ] [sig       ] [830/3547] Completed CTLP in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:43.175178] [INFO ] [sig       ] [831/3547] Forecasting CTMX...
[2025-12-04T20:33:43.175218] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-04T20:33:43.175254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-04T20:33:43.189003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-04T20:33:43.189569] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-04T20:33:43.190494] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-04T20:33:43.190547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:43.190598] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:43.190627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:43.190695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:43.248924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:43.249983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:43.250080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:43.250114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:43.373980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:43.374207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:43.374251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:43.374281] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:43.378108] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-04T20:33:43.378438] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-04T20:33:43.378591] [INFO ] [sig       ] CTMX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:43.524635] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTMX.txt
[2025-12-04T20:33:43.524851] [INFO ] [sig       ] [831/3547] Completed CTMX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:43.524895] [INFO ] [sig       ] [832/3547] Forecasting CTNM...
[2025-12-04T20:33:43.524925] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-04T20:33:43.524959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-04T20:33:43.538227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-04T20:33:43.538770] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-04T20:33:43.539677] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-04T20:33:43.539728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:43.539760] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:43.539786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:43.539843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:43.598662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:43.599860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:43.599986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:43.600046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:43.727114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:43.727361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:43.727415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:43.727446] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:43.731487] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-04T20:33:43.731822] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-04T20:33:43.731967] [INFO ] [sig       ] CTNM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:43.874276] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTNM.txt
[2025-12-04T20:33:43.874520] [INFO ] [sig       ] [832/3547] Completed CTNM in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.5m
[2025-12-04T20:33:43.874564] [INFO ] [sig       ] [833/3547] Forecasting CTO...
[2025-12-04T20:33:43.874610] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-04T20:33:43.874643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-04T20:33:43.887886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-04T20:33:43.888391] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-04T20:33:43.889294] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-04T20:33:43.889346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:43.889378] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:43.889403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:43.889461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:43.946537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:43.947591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:43.947682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:43.947714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:44.079063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:44.079302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:44.079347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:44.079375] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:44.083220] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-04T20:33:44.083566] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-04T20:33:44.083738] [INFO ] [sig       ] CTO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:44.232676] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTO.txt
[2025-12-04T20:33:44.232912] [INFO ] [sig       ] [833/3547] Completed CTO in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-04T20:33:44.232966] [INFO ] [sig       ] [834/3547] Forecasting CTRA...
[2025-12-04T20:33:44.232998] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-04T20:33:44.233047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-04T20:33:44.247229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-04T20:33:44.247814] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-04T20:33:44.248852] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-04T20:33:44.248905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:44.248941] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:44.248981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:44.249092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:44.311363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:44.312556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:44.312690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:44.312726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:44.436743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:44.436987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:44.437034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:44.437060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:44.441071] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-12-04T20:33:44.441415] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-04T20:33:44.441560] [INFO ] [sig       ] CTRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:44.599978] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTRA.txt
[2025-12-04T20:33:44.600206] [INFO ] [sig       ] [834/3547] Completed CTRA in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-04T20:33:44.600249] [INFO ] [sig       ] [835/3547] Forecasting CTRE...
[2025-12-04T20:33:44.600278] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-04T20:33:44.600310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-04T20:33:44.613894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-04T20:33:44.614454] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-04T20:33:44.615402] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-04T20:33:44.615461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:44.615492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:44.615518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:44.615606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:44.671261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:44.672384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:44.672480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:44.672510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:44.795159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:44.795385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:44.795429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:44.795456] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:44.799183] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-12-04T20:33:44.799500] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-04T20:33:44.799659] [INFO ] [sig       ] CTRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:44.960455] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTRE.txt
[2025-12-04T20:33:44.960680] [INFO ] [sig       ] [835/3547] Completed CTRE in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-04T20:33:44.960740] [INFO ] [sig       ] [836/3547] Forecasting CTRM...
[2025-12-04T20:33:44.960773] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-04T20:33:44.960805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-04T20:33:44.975028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-04T20:33:44.975610] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-04T20:33:44.976617] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-04T20:33:44.976696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:44.976729] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:44.976756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:44.976823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:45.046289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:45.047478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:45.047755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:45.047803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:45.170986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:45.171236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:45.171283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:45.171313] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:45.175531] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-12-04T20:33:45.175864] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-04T20:33:45.176007] [INFO ] [sig       ] CTRM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:45.320286] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTRM.txt
[2025-12-04T20:33:45.320488] [INFO ] [sig       ] [836/3547] Completed CTRM in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-04T20:33:45.320527] [INFO ] [sig       ] [837/3547] Forecasting CTRN...
[2025-12-04T20:33:45.320557] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-04T20:33:45.320611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-04T20:33:45.333939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-04T20:33:45.334415] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-04T20:33:45.335353] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-04T20:33:45.335407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:45.335438] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:45.335464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:45.335518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:45.396074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:45.396960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:45.397052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:45.397086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:45.523368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:45.523534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:45.523592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:45.523624] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:45.527175] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=24.98%)
[2025-12-04T20:33:45.527447] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-04T20:33:45.527608] [INFO ] [sig       ] CTRN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:45.674361] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTRN.txt
[2025-12-04T20:33:45.674508] [INFO ] [sig       ] [837/3547] Completed CTRN in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-04T20:33:45.674547] [INFO ] [sig       ] [838/3547] Forecasting CTS...
[2025-12-04T20:33:45.674593] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-04T20:33:45.674626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-04T20:33:45.686030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-04T20:33:45.686351] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-04T20:33:45.687191] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-04T20:33:45.687242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:45.687272] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:45.687297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:45.687351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:45.748330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:45.749555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:45.749690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:45.749728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:45.883166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:45.883415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:45.883461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:45.883492] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:45.887918] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-04T20:33:45.888473] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-04T20:33:45.888672] [INFO ] [sig       ] CTS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:46.034185] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CTS.txt
[2025-12-04T20:33:46.034387] [INFO ] [sig       ] [838/3547] Completed CTS in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-04T20:33:46.034428] [INFO ] [sig       ] [839/3547] Forecasting CTSH...
[2025-12-04T20:33:46.034455] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-04T20:33:46.034486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-04T20:33:46.047328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-04T20:33:46.047775] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-04T20:33:46.048737] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-04T20:33:46.048790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:46.048822] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:46.048849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:46.048906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:46.107343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:46.108527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:46.108674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:46.108708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:46.233500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:46.233786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:46.233839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:46.233870] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:46.237855] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-04T20:33:46.238228] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-04T20:33:46.238399] [INFO ] [sig       ] CTSH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:46.380081] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTSH.txt
[2025-12-04T20:33:46.380377] [INFO ] [sig       ] [839/3547] Completed CTSH in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:46.380427] [INFO ] [sig       ] [840/3547] Forecasting CTVA...
[2025-12-04T20:33:46.380460] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-04T20:33:46.380497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-04T20:33:46.394615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-04T20:33:46.395180] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-04T20:33:46.396227] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-04T20:33:46.396287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:46.396320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:46.396352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:46.396436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:46.455659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:46.456832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:46.456939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:46.456976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:46.586904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:46.587134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:46.587191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:46.587245] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:46.591137] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-12-04T20:33:46.591441] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-04T20:33:46.591606] [INFO ] [sig       ] CTVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:46.736625] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CTVA.txt
[2025-12-04T20:33:46.736837] [INFO ] [sig       ] [840/3547] Completed CTVA in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:46.736877] [INFO ] [sig       ] [841/3547] Forecasting CUBE...
[2025-12-04T20:33:46.736905] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-04T20:33:46.736938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-04T20:33:46.749885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-04T20:33:46.750303] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-04T20:33:46.751143] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-04T20:33:46.751198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:46.751230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:46.751256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:46.751324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:46.806965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:46.807881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:46.807964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:46.807995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:46.927656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:46.927849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:46.927891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:46.927919] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:46.931669] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-04T20:33:46.931987] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-04T20:33:46.932124] [INFO ] [sig       ] CUBE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:47.077172] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CUBE.txt
[2025-12-04T20:33:47.077342] [INFO ] [sig       ] [841/3547] Completed CUBE in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:47.077384] [INFO ] [sig       ] [842/3547] Forecasting CUBI...
[2025-12-04T20:33:47.077427] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-04T20:33:47.077477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-04T20:33:47.089970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-04T20:33:47.090286] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-04T20:33:47.091057] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-04T20:33:47.091107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:47.091137] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:47.091163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:47.091220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:47.148443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:47.149248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:47.149326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:47.149357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:47.271552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:47.271731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:47.271790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:47.271832] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:47.275476] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-04T20:33:47.275760] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-04T20:33:47.275881] [INFO ] [sig       ] CUBI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:47.421268] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CUBI.txt
[2025-12-04T20:33:47.421406] [INFO ] [sig       ] [842/3547] Completed CUBI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:47.421442] [INFO ] [sig       ] [843/3547] Forecasting CUK...
[2025-12-04T20:33:47.421469] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-04T20:33:47.421497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-04T20:33:47.432795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-04T20:33:47.433087] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-04T20:33:47.433880] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-04T20:33:47.433934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:47.433991] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:47.434018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:47.434073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:47.491371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:47.492175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:47.492253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:47.492285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:47.618202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:47.618395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:47.618434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:47.618462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:47.621872] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-04T20:33:47.622143] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-04T20:33:47.622264] [INFO ] [sig       ] CUK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:47.764076] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CUK.txt
[2025-12-04T20:33:47.764217] [INFO ] [sig       ] [843/3547] Completed CUK in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:47.764256] [INFO ] [sig       ] [844/3547] Forecasting CULP...
[2025-12-04T20:33:47.764284] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-04T20:33:47.764314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-04T20:33:47.776230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-04T20:33:47.776536] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-04T20:33:47.777343] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-04T20:33:47.777393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:47.777423] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:47.777449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:47.777514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:47.835687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:47.836463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:47.836542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:47.836589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:47.946446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:47.946628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:47.946670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:47.946697] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:47.950300] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-12-04T20:33:47.950566] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-04T20:33:47.950708] [INFO ] [sig       ] CULP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:48.091328] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CULP.txt
[2025-12-04T20:33:48.091459] [INFO ] [sig       ] [844/3547] Completed CULP in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:48.091496] [INFO ] [sig       ] [845/3547] Forecasting CURI...
[2025-12-04T20:33:48.091523] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-04T20:33:48.091551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-04T20:33:48.104431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-04T20:33:48.104749] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-04T20:33:48.105509] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-04T20:33:48.105558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:48.105608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:48.105635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:48.105690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:48.162561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:48.163293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:48.163394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:48.163426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:48.282779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:48.282930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:48.282968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:48.282994] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:48.286240] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-04T20:33:48.286500] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-04T20:33:48.286632] [INFO ] [sig       ] CURI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:48.428502] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CURI.txt
[2025-12-04T20:33:48.428650] [INFO ] [sig       ] [845/3547] Completed CURI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:48.428688] [INFO ] [sig       ] [846/3547] Forecasting CUZ...
[2025-12-04T20:33:48.428714] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-04T20:33:48.428744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-04T20:33:48.440137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-04T20:33:48.440440] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-04T20:33:48.441227] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-04T20:33:48.441277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:48.441307] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:48.441333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:48.441388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:48.499209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:48.499923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:48.500005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:48.500036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:48.621542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:48.621728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:48.621767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:48.621823] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:48.625444] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-04T20:33:48.625739] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-04T20:33:48.625861] [INFO ] [sig       ] CUZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:48.768933] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CUZ.txt
[2025-12-04T20:33:48.769075] [INFO ] [sig       ] [846/3547] Completed CUZ in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:48.769112] [INFO ] [sig       ] [847/3547] Forecasting CVAC...
[2025-12-04T20:33:48.769139] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-04T20:33:48.769168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-04T20:33:48.780602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-04T20:33:48.780951] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-04T20:33:48.781830] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-04T20:33:48.781891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:48.781934] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:48.781961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:48.782021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:48.839542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:48.840272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:48.840351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:48.840383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:48.967882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:48.968042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:48.968081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:48.968108] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:48.971712] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-04T20:33:48.971985] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-04T20:33:48.972110] [INFO ] [sig       ] CVAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:49.119068] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CVAC.txt
[2025-12-04T20:33:49.119194] [INFO ] [sig       ] [847/3547] Completed CVAC in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:49.119234] [INFO ] [sig       ] [848/3547] Forecasting CVBF...
[2025-12-04T20:33:49.119274] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-04T20:33:49.119316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-04T20:33:49.130989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-04T20:33:49.131293] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-04T20:33:49.132111] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-04T20:33:49.132161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:49.132191] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:49.132215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:49.132269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:49.194103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:49.194791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:49.194867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:49.194899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:49.318037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:49.318195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:49.318236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:49.318264] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:49.321701] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-04T20:33:49.321972] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-04T20:33:49.322092] [INFO ] [sig       ] CVBF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:49.470873] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CVBF.txt
[2025-12-04T20:33:49.471044] [INFO ] [sig       ] [848/3547] Completed CVBF in 0.4s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:49.471101] [INFO ] [sig       ] [849/3547] Forecasting CVCO...
[2025-12-04T20:33:49.471136] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-04T20:33:49.471167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-04T20:33:49.483560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-04T20:33:49.483896] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-04T20:33:49.484681] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-04T20:33:49.484730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:49.484759] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:49.484784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:49.484837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:49.539778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:49.540505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:49.540601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:49.540635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:49.657278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:49.657432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:49.657470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:49.657496] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:49.660777] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-04T20:33:49.661035] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-04T20:33:49.661150] [INFO ] [sig       ] CVCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:49.796482] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CVCO.txt
[2025-12-04T20:33:49.796613] [INFO ] [sig       ] [849/3547] Completed CVCO in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:49.796650] [INFO ] [sig       ] [850/3547] Forecasting CVE...
[2025-12-04T20:33:49.796677] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-04T20:33:49.796706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-04T20:33:49.807956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-04T20:33:49.808214] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-04T20:33:49.809000] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-04T20:33:49.809049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:49.809078] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:49.809102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:49.809155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:49.864881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:49.865887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:49.865980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:49.866013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:49.996454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:49.996628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:49.996670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:49.996698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:50.000243] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-04T20:33:50.000516] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-04T20:33:50.000657] [INFO ] [sig       ] CVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:50.144273] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CVE.txt
[2025-12-04T20:33:50.144436] [INFO ] [sig       ] [850/3547] Completed CVE in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.4m
[2025-12-04T20:33:50.144484] [INFO ] [sig       ] [851/3547] Forecasting CVEO...
[2025-12-04T20:33:50.144514] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-04T20:33:50.144545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-04T20:33:50.156498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-04T20:33:50.156853] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-04T20:33:50.157661] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-04T20:33:50.157713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:50.157745] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:50.157771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:50.157827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:50.215381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:50.216347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:50.216443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:50.216477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:50.334763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:50.334918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:50.334961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:50.334990] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:50.338422] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-04T20:33:50.338710] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-04T20:33:50.338830] [INFO ] [sig       ] CVEO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:50.481238] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CVEO.txt
[2025-12-04T20:33:50.481379] [INFO ] [sig       ] [851/3547] Completed CVEO in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-04T20:33:50.481416] [INFO ] [sig       ] [852/3547] Forecasting CVGI...
[2025-12-04T20:33:50.481443] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-04T20:33:50.481472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-04T20:33:50.492618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-04T20:33:50.492963] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-04T20:33:50.493743] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-04T20:33:50.493792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:50.493822] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:50.493847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:50.493901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:50.552623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:50.553496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:50.553595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:50.553630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:50.677687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:50.677845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:50.677883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:50.677909] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:50.682087] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-12-04T20:33:50.682425] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-04T20:33:50.682600] [INFO ] [sig       ] CVGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:50.827329] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CVGI.txt
[2025-12-04T20:33:50.827464] [INFO ] [sig       ] [852/3547] Completed CVGI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-04T20:33:50.827500] [INFO ] [sig       ] [853/3547] Forecasting CVI...
[2025-12-04T20:33:50.827527] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-04T20:33:50.827555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-04T20:33:50.838778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-04T20:33:50.839121] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-04T20:33:50.839881] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-04T20:33:50.839930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:50.839959] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:50.839985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:50.840042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:50.894886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:50.895598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:50.895698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:50.895730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:51.015524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:51.015683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:51.015722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:51.015750] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:51.019372] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-04T20:33:51.019646] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-04T20:33:51.019760] [INFO ] [sig       ] CVI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:51.154667] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CVI.txt
[2025-12-04T20:33:51.154776] [INFO ] [sig       ] [853/3547] Completed CVI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-04T20:33:51.154811] [INFO ] [sig       ] [854/3547] Forecasting CVKD...
[2025-12-04T20:33:51.154839] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-04T20:33:51.154867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-04T20:33:51.169982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-04T20:33:51.170427] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-04T20:33:51.171452] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-04T20:33:51.171512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:51.171562] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:51.171614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:51.171693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:51.233702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:51.234621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:51.234704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:51.234736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:51.356148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:51.356313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:51.356370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:51.356398] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:51.359766] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-12-04T20:33:51.360037] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-04T20:33:51.360157] [INFO ] [sig       ] CVKD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:51.499078] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CVKD.txt
[2025-12-04T20:33:51.499259] [INFO ] [sig       ] [854/3547] Completed CVKD in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-04T20:33:51.499299] [INFO ] [sig       ] [855/3547] Forecasting CVNA...
[2025-12-04T20:33:51.499326] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-04T20:33:51.499355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-04T20:33:51.511116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-04T20:33:51.511470] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-04T20:33:51.512311] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-04T20:33:51.512362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:51.512392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:51.512417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:51.512471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:51.568500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:51.569244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:51.569334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:51.569366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:51.684855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:51.685009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:51.685047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:51.685074] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:51.688375] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-04T20:33:51.688663] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-04T20:33:51.688782] [INFO ] [sig       ] CVNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:51.824863] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CVNA.txt
[2025-12-04T20:33:51.824998] [INFO ] [sig       ] [855/3547] Completed CVNA in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-04T20:33:51.825034] [INFO ] [sig       ] [856/3547] Forecasting CVRX...
[2025-12-04T20:33:51.825063] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-04T20:33:51.825090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-04T20:33:51.836015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-04T20:33:51.836304] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-04T20:33:51.837059] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-04T20:33:51.837108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:51.837137] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:51.837162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:51.837214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:51.894208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:51.894876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:51.894967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:51.895000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:52.018594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:52.018746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:52.018784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:52.018825] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:52.022184] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-04T20:33:52.022452] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-04T20:33:52.022595] [INFO ] [sig       ] CVRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:52.163791] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CVRX.txt
[2025-12-04T20:33:52.163965] [INFO ] [sig       ] [856/3547] Completed CVRX in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:52.164003] [INFO ] [sig       ] [857/3547] Forecasting CVS...
[2025-12-04T20:33:52.164030] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-04T20:33:52.164060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-04T20:33:52.174674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-04T20:33:52.174964] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-04T20:33:52.175718] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-04T20:33:52.175767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:52.175797] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:52.175822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:52.175876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:52.236431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:52.237341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:52.237429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:52.237461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:52.360659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:52.360808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:52.360846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:52.360872] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:52.364264] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-04T20:33:52.364525] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-04T20:33:52.364656] [INFO ] [sig       ] CVS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:52.504888] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CVS.txt
[2025-12-04T20:33:52.505028] [INFO ] [sig       ] [857/3547] Completed CVS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:52.505066] [INFO ] [sig       ] [858/3547] Forecasting CVX...
[2025-12-04T20:33:52.505094] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-04T20:33:52.505123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-04T20:33:52.516109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-04T20:33:52.516419] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-04T20:33:52.517178] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-04T20:33:52.517227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:52.517280] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:52.517312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:52.517366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:52.574595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:52.575266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:52.575343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:52.575375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:52.700353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:52.700512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:52.700557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:52.700605] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:52.704031] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-04T20:33:52.704302] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-04T20:33:52.704423] [INFO ] [sig       ] CVX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:52.846820] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CVX.txt
[2025-12-04T20:33:52.846952] [INFO ] [sig       ] [858/3547] Completed CVX in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:52.846990] [INFO ] [sig       ] [859/3547] Forecasting CWAN...
[2025-12-04T20:33:52.847017] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-04T20:33:52.847047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-04T20:33:52.858911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-04T20:33:52.859217] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-04T20:33:52.860001] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-04T20:33:52.860051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:52.860085] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:52.860111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:52.860167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:52.918492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:52.919189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:52.919266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:52.919297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:53.042760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:53.042912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:53.042952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:53.042980] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:53.046452] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=45.37%)
[2025-12-04T20:33:53.046751] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-04T20:33:53.046870] [INFO ] [sig       ] CWAN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:53.187606] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CWAN.txt
[2025-12-04T20:33:53.187727] [INFO ] [sig       ] [859/3547] Completed CWAN in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:53.187763] [INFO ] [sig       ] [860/3547] Forecasting CWBC...
[2025-12-04T20:33:53.187790] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-04T20:33:53.187818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-04T20:33:53.198960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-04T20:33:53.199271] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-04T20:33:53.200064] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-04T20:33:53.200113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:53.200169] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:53.200195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:53.200249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:53.256879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:53.257778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:53.257869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:53.257901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:53.379281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:53.379432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:53.379470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:53.379497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:53.382737] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=82.16%)
[2025-12-04T20:33:53.382997] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-04T20:33:53.383112] [INFO ] [sig       ] CWBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:53.524423] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CWBC.txt
[2025-12-04T20:33:53.524615] [INFO ] [sig       ] [860/3547] Completed CWBC in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:53.524669] [INFO ] [sig       ] [861/3547] Forecasting CWCO...
[2025-12-04T20:33:53.524708] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-04T20:33:53.524746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-04T20:33:53.537265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-04T20:33:53.537607] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-04T20:33:53.538415] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-04T20:33:53.538466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:53.538497] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:53.538523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:53.538593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:53.602309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:53.603139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:53.603220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:53.603253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:53.720339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:53.720510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:53.720549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:53.720593] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:53.723914] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2025-12-04T20:33:53.724190] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-04T20:33:53.724313] [INFO ] [sig       ] CWCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:53.860461] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CWCO.txt
[2025-12-04T20:33:53.860627] [INFO ] [sig       ] [861/3547] Completed CWCO in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:53.860666] [INFO ] [sig       ] [862/3547] Forecasting CWEN...
[2025-12-04T20:33:53.860701] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-04T20:33:53.860731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-04T20:33:53.871950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-04T20:33:53.872294] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-04T20:33:53.873103] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-04T20:33:53.873153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:53.873184] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:53.873209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:53.873265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:53.929696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:53.930588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:53.930672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:53.930704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:54.054806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:54.054962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:54.055002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:54.055030] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:54.058480] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=18.33%)
[2025-12-04T20:33:54.058800] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-04T20:33:54.058934] [INFO ] [sig       ] CWEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:54.199434] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CWEN.txt
[2025-12-04T20:33:54.199568] [INFO ] [sig       ] [862/3547] Completed CWEN in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:54.199642] [INFO ] [sig       ] [863/3547] Forecasting CWK...
[2025-12-04T20:33:54.199671] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-04T20:33:54.199700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-04T20:33:54.210745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-04T20:33:54.211035] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-04T20:33:54.211812] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-04T20:33:54.211861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:54.211891] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:54.211916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:54.211969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:54.267637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:54.268270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:54.268360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:54.268390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:54.384878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:54.385019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:54.385058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:54.385113] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:54.388379] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-12-04T20:33:54.388659] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-04T20:33:54.388777] [INFO ] [sig       ] CWK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:54.529030] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CWK.txt
[2025-12-04T20:33:54.529202] [INFO ] [sig       ] [863/3547] Completed CWK in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:54.529253] [INFO ] [sig       ] [864/3547] Forecasting CXDO...
[2025-12-04T20:33:54.529285] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-04T20:33:54.529313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-04T20:33:54.540141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-04T20:33:54.540424] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-04T20:33:54.541200] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-04T20:33:54.541249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:54.541278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:54.541303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:54.541357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:54.596743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:54.597379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:54.597469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:54.597501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:54.711682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:54.711836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:54.711874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:54.711901] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:54.715136] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-04T20:33:54.715392] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-04T20:33:54.715507] [INFO ] [sig       ] CXDO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:54.850957] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CXDO.txt
[2025-12-04T20:33:54.851081] [INFO ] [sig       ] [864/3547] Completed CXDO in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:54.851117] [INFO ] [sig       ] [865/3547] Forecasting CXE...
[2025-12-04T20:33:54.851145] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-04T20:33:54.851173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-04T20:33:54.861893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-04T20:33:54.862180] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-04T20:33:54.862951] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-04T20:33:54.862999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:54.863028] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:54.863052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:54.863108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:54.917751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:54.918398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:54.918471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:54.918501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:55.027672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:55.027793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:55.027829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:55.027874] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:55.031004] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-12-04T20:33:55.031258] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-04T20:33:55.031369] [INFO ] [sig       ] CXE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:55.169227] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CXE.txt
[2025-12-04T20:33:55.169353] [INFO ] [sig       ] [865/3547] Completed CXE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:55.169390] [INFO ] [sig       ] [866/3547] Forecasting CXSE...
[2025-12-04T20:33:55.169418] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-04T20:33:55.169447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-04T20:33:55.181120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-04T20:33:55.181509] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-04T20:33:55.182369] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-04T20:33:55.182419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:55.182449] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:55.182473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:55.182526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:55.240919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:55.241832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:55.241918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:55.241950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:55.354898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:55.355072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:55.355117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:55.355144] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:55.358695] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-04T20:33:55.358981] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-04T20:33:55.359109] [INFO ] [sig       ] CXSE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:55.504489] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CXSE.txt
[2025-12-04T20:33:55.504646] [INFO ] [sig       ] [866/3547] Completed CXSE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:55.504685] [INFO ] [sig       ] [867/3547] Forecasting CYD...
[2025-12-04T20:33:55.504713] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-04T20:33:55.504741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-04T20:33:55.515954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-04T20:33:55.516260] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-04T20:33:55.517067] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-04T20:33:55.517117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:55.517148] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:55.517174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:55.517229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:55.572731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:55.573536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:55.573638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:55.573672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:55.690844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:55.691011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:55.691052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:55.691079] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:55.694462] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-12-04T20:33:55.694770] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-04T20:33:55.694897] [INFO ] [sig       ] CYD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:55.835853] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CYD.txt
[2025-12-04T20:33:55.836007] [INFO ] [sig       ] [867/3547] Completed CYD in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:55.836047] [INFO ] [sig       ] [868/3547] Forecasting CYH...
[2025-12-04T20:33:55.836077] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-04T20:33:55.836106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-04T20:33:55.847439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-04T20:33:55.847821] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-04T20:33:55.848742] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-04T20:33:55.848797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:55.848829] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:55.848855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:55.848911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:55.909827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:55.910722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:55.910807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:55.910839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:56.036837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:56.036987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:56.037032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:56.037071] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:56.040531] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=52.51%)
[2025-12-04T20:33:56.040837] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-04T20:33:56.040985] [INFO ] [sig       ] CYH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:56.184700] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CYH.txt
[2025-12-04T20:33:56.184844] [INFO ] [sig       ] [868/3547] Completed CYH in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.3m
[2025-12-04T20:33:56.184884] [INFO ] [sig       ] [869/3547] Forecasting CYN...
[2025-12-04T20:33:56.184913] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-04T20:33:56.184943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-04T20:33:56.197248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-04T20:33:56.197674] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-04T20:33:56.198638] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-04T20:33:56.198696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:56.198734] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:56.198767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:56.198843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:56.264095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:56.264985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:56.265072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:56.265107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:56.380134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:56.380294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:56.380335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:56.380373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:56.383900] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-12-04T20:33:56.384185] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-04T20:33:56.384311] [INFO ] [sig       ] CYN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:56.531840] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CYN.txt
[2025-12-04T20:33:56.531997] [INFO ] [sig       ] [869/3547] Completed CYN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-04T20:33:56.532035] [INFO ] [sig       ] [870/3547] Forecasting CYRX...
[2025-12-04T20:33:56.532063] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-04T20:33:56.532090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-04T20:33:56.542926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-04T20:33:56.543245] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-04T20:33:56.544032] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-04T20:33:56.544088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:56.544118] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:56.544144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:56.544197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:56.599373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:56.600209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:56.600317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:56.600349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:56.719946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:56.720081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:56.720124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:56.720153] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:56.723426] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-04T20:33:56.723707] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-04T20:33:56.723826] [INFO ] [sig       ] CYRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:56.865382] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/CYRX.txt
[2025-12-04T20:33:56.865493] [INFO ] [sig       ] [870/3547] Completed CYRX in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-04T20:33:56.865529] [INFO ] [sig       ] [871/3547] Forecasting CYTK...
[2025-12-04T20:33:56.865557] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-04T20:33:56.865603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-04T20:33:56.877507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-04T20:33:56.877918] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-04T20:33:56.878778] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-04T20:33:56.878841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:56.878876] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:56.878901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:56.878955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:56.934754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:56.935689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:56.935784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:56.935819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:57.062141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:57.062372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:57.062422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:57.062451] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:57.066424] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-04T20:33:57.066770] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-04T20:33:57.066935] [INFO ] [sig       ] CYTK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:57.209259] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CYTK.txt
[2025-12-04T20:33:57.209470] [INFO ] [sig       ] [871/3547] Completed CYTK in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-04T20:33:57.209511] [INFO ] [sig       ] [872/3547] Forecasting CZFS...
[2025-12-04T20:33:57.209646] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-04T20:33:57.209682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-04T20:33:57.221420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-04T20:33:57.221786] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-04T20:33:57.222683] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-04T20:33:57.222733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:57.222763] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:57.222788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:57.222842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:57.277224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:57.277886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:57.277964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:57.277995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:57.368607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:57.368717] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:33:57.368753] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:57.368780] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:57.371847] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-04T20:33:57.372105] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-04T20:33:57.372225] [INFO ] [sig       ] CZFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:57.511830] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CZFS.txt
[2025-12-04T20:33:57.511963] [INFO ] [sig       ] [872/3547] Completed CZFS in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-04T20:33:57.511999] [INFO ] [sig       ] [873/3547] Forecasting CZNC...
[2025-12-04T20:33:57.512027] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-04T20:33:57.512056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-04T20:33:57.525600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-04T20:33:57.526231] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-04T20:33:57.527280] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-04T20:33:57.527335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:57.527369] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:57.527395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:57.527452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:57.585876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:57.587104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:57.587204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:57.587237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:57.716124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:57.716345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:57.716391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:57.716421] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:57.720172] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-04T20:33:57.720485] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-04T20:33:57.720639] [INFO ] [sig       ] CZNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:57.863970] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CZNC.txt
[2025-12-04T20:33:57.864196] [INFO ] [sig       ] [873/3547] Completed CZNC in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:33:57.864238] [INFO ] [sig       ] [874/3547] Forecasting CZWI...
[2025-12-04T20:33:57.864268] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-04T20:33:57.864297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-04T20:33:57.877023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-04T20:33:57.877479] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-04T20:33:57.878391] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-04T20:33:57.878443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:57.878474] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:57.878499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:57.878555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:57.936389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:57.937537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:57.937656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:57.937690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:58.054936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:58.055184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:58.055233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:58.055261] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:58.059406] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-12-04T20:33:58.059824] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-04T20:33:58.059994] [INFO ] [sig       ] CZWI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:58.204085] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/CZWI.txt
[2025-12-04T20:33:58.204284] [INFO ] [sig       ] [874/3547] Completed CZWI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:33:58.204323] [INFO ] [sig       ] [875/3547] Forecasting DAIO...
[2025-12-04T20:33:58.204352] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-04T20:33:58.204383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-04T20:33:58.217435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-04T20:33:58.218008] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-04T20:33:58.219111] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-04T20:33:58.219172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:58.219211] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:58.219243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:58.219319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:58.281144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:58.282184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:58.282282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:58.282321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:58.389889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:58.390119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:58.390163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:58.390191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:58.393952] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-04T20:33:58.394254] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-04T20:33:58.394389] [INFO ] [sig       ] DAIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:33:58.533943] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DAIO.txt
[2025-12-04T20:33:58.534156] [INFO ] [sig       ] [875/3547] Completed DAIO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:33:58.534197] [INFO ] [sig       ] [876/3547] Forecasting DAL...
[2025-12-04T20:33:58.534226] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-04T20:33:58.534256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-04T20:33:58.547741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-04T20:33:58.548406] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-04T20:33:58.549474] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-04T20:33:58.549527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:58.549561] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:58.549605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:58.549664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:58.616501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:58.617442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:58.617526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:58.617557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:58.738720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:58.738882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:58.738923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:58.738951] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:58.742346] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=57.04%)
[2025-12-04T20:33:58.742651] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-04T20:33:58.742771] [INFO ] [sig       ] DAL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:58.884374] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DAL.txt
[2025-12-04T20:33:58.884528] [INFO ] [sig       ] [876/3547] Completed DAL in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:33:58.884566] [INFO ] [sig       ] [877/3547] Forecasting DAN...
[2025-12-04T20:33:58.884614] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-04T20:33:58.884644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-04T20:33:58.896843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-04T20:33:58.897199] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-04T20:33:58.897988] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-04T20:33:58.898037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:58.898095] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:58.898128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:58.898194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:58.952923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:58.953603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:58.953680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:58.953711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:59.074469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:59.074643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:59.074683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:59.074710] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:59.077980] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-04T20:33:59.078242] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-04T20:33:59.078379] [INFO ] [sig       ] DAN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:59.214274] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DAN.txt
[2025-12-04T20:33:59.214411] [INFO ] [sig       ] [877/3547] Completed DAN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:33:59.214447] [INFO ] [sig       ] [878/3547] Forecasting DAO...
[2025-12-04T20:33:59.214475] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-04T20:33:59.214503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-04T20:33:59.225665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-04T20:33:59.226027] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-04T20:33:59.226832] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-04T20:33:59.226881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:59.226910] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:59.226935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:59.226989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:59.282336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:59.283114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:59.283195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:59.283225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:59.403826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:59.403989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:59.404104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:59.404138] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:59.407457] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-04T20:33:59.407741] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-04T20:33:59.407858] [INFO ] [sig       ] DAO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:59.544908] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DAO.txt
[2025-12-04T20:33:59.545053] [INFO ] [sig       ] [878/3547] Completed DAO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:33:59.545091] [INFO ] [sig       ] [879/3547] Forecasting DAPP...
[2025-12-04T20:33:59.545118] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-04T20:33:59.545150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-04T20:33:59.556473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-04T20:33:59.556806] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-04T20:33:59.557606] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-04T20:33:59.557654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:59.557684] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:59.557709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:59.557763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:59.613092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:59.613979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:59.614065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:59.614095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:33:59.734719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:33:59.734880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:33:59.734918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:33:59.734945] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:33:59.738209] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2025-12-04T20:33:59.738504] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-04T20:33:59.738640] [INFO ] [sig       ] DAPP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:33:59.873371] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DAPP.txt
[2025-12-04T20:33:59.873500] [INFO ] [sig       ] [879/3547] Completed DAPP in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:33:59.873537] [INFO ] [sig       ] [880/3547] Forecasting DARE...
[2025-12-04T20:33:59.873564] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-04T20:33:59.873613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-04T20:33:59.885133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-04T20:33:59.885529] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-04T20:33:59.886321] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-04T20:33:59.886372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:33:59.886402] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:33:59.886427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:33:59.886480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:33:59.942360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:33:59.943322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:33:59.943422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:33:59.943455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:00.063849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:00.064089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:00.064137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:00.064218] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:00.068180] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-04T20:34:00.068534] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-04T20:34:00.068702] [INFO ] [sig       ] DARE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:00.208010] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DARE.txt
[2025-12-04T20:34:00.208220] [INFO ] [sig       ] [880/3547] Completed DARE in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:34:00.208262] [INFO ] [sig       ] [881/3547] Forecasting DASH...
[2025-12-04T20:34:00.208307] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-04T20:34:00.208338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-04T20:34:00.221897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-04T20:34:00.222330] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-04T20:34:00.223182] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-04T20:34:00.223234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:00.223266] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:00.223294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:00.223351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:00.283258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:00.284074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:00.284156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:00.284188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:00.412493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:00.412678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:00.412722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:00.412750] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:00.416186] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-04T20:34:00.416465] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-04T20:34:00.416624] [INFO ] [sig       ] DASH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:00.564080] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DASH.txt
[2025-12-04T20:34:00.564223] [INFO ] [sig       ] [881/3547] Completed DASH in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:34:00.564264] [INFO ] [sig       ] [882/3547] Forecasting DAVA...
[2025-12-04T20:34:00.564294] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-04T20:34:00.564326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-04T20:34:00.579253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-04T20:34:00.579702] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-04T20:34:00.580748] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-04T20:34:00.580810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:00.580870] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:00.580908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:00.580986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:00.641809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:00.642525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:00.642623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:00.642656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:00.762410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:00.762588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:00.762630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:00.762659] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:00.765947] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-04T20:34:00.766210] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-04T20:34:00.766325] [INFO ] [sig       ] DAVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:00.902630] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DAVA.txt
[2025-12-04T20:34:00.902764] [INFO ] [sig       ] [882/3547] Completed DAVA in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:34:00.902802] [INFO ] [sig       ] [883/3547] Forecasting DAVE...
[2025-12-04T20:34:00.902830] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-04T20:34:00.902860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-04T20:34:00.916790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-04T20:34:00.917178] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-04T20:34:00.917958] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-04T20:34:00.918009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:00.918039] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:00.918064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:00.918117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:00.983105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:00.983716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:00.983792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:00.983822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:01.100875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:01.101004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:01.101038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:01.101065] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:01.104135] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-04T20:34:01.104388] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-04T20:34:01.104502] [INFO ] [sig       ] DAVE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:01.239635] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DAVE.txt
[2025-12-04T20:34:01.239741] [INFO ] [sig       ] [883/3547] Completed DAVE in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:34:01.239777] [INFO ] [sig       ] [884/3547] Forecasting DAWN...
[2025-12-04T20:34:01.239805] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-04T20:34:01.239834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-04T20:34:01.250827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-04T20:34:01.251103] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-04T20:34:01.251862] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-04T20:34:01.251911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:01.251948] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:01.251974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:01.252029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:01.307001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:01.307590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:01.307664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:01.307694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:01.429587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:01.429742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:01.429780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:01.429807] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:01.433098] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-04T20:34:01.433356] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-04T20:34:01.433475] [INFO ] [sig       ] DAWN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:01.569115] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DAWN.txt
[2025-12-04T20:34:01.569246] [INFO ] [sig       ] [884/3547] Completed DAWN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:34:01.569283] [INFO ] [sig       ] [885/3547] Forecasting DB...
[2025-12-04T20:34:01.569312] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-04T20:34:01.569340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-04T20:34:01.580460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-04T20:34:01.580735] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-04T20:34:01.581481] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-04T20:34:01.581529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:01.581559] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:01.581603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:01.581658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:01.636701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:01.637291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:01.637367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:01.637396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:01.773009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:01.773196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:01.773243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:01.773272] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:01.777379] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-04T20:34:01.777740] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-04T20:34:01.777897] [INFO ] [sig       ] DB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:01.926910] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DB.txt
[2025-12-04T20:34:01.927083] [INFO ] [sig       ] [885/3547] Completed DB in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.2m
[2025-12-04T20:34:01.927122] [INFO ] [sig       ] [886/3547] Forecasting DBI...
[2025-12-04T20:34:01.927158] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-04T20:34:01.927188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-04T20:34:01.939211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-04T20:34:01.939649] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-04T20:34:01.940474] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-04T20:34:01.940526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:01.940558] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:01.940615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:01.940679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:02.000090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:02.001013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:02.001095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:02.001127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:02.122089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:02.122259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:02.122300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:02.122329] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:02.125713] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-04T20:34:02.126015] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-04T20:34:02.126143] [INFO ] [sig       ] DBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:02.267321] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DBI.txt
[2025-12-04T20:34:02.267480] [INFO ] [sig       ] [886/3547] Completed DBI in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-04T20:34:02.267517] [INFO ] [sig       ] [887/3547] Forecasting DBL...
[2025-12-04T20:34:02.267546] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-04T20:34:02.267594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-04T20:34:02.279087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-04T20:34:02.279412] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-04T20:34:02.280177] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-04T20:34:02.280227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:02.280256] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:02.280281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:02.280334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:02.335274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:02.336093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:02.336173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:02.336235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:02.452081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:02.452236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:02.452276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:02.452305] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:02.455614] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-04T20:34:02.455877] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-04T20:34:02.455998] [INFO ] [sig       ] DBL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:02.591379] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DBL.txt
[2025-12-04T20:34:02.591510] [INFO ] [sig       ] [887/3547] Completed DBL in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-04T20:34:02.591546] [INFO ] [sig       ] [888/3547] Forecasting DBRG...
[2025-12-04T20:34:02.591592] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-04T20:34:02.591623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-04T20:34:02.602916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-04T20:34:02.603235] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-04T20:34:02.603997] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-04T20:34:02.604045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:02.604075] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:02.604099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:02.604152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:02.658568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:02.659315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:02.659393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:02.659424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:02.777384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:02.777538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:02.777595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:02.777625] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:02.780898] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2025-12-04T20:34:02.781160] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-04T20:34:02.781283] [INFO ] [sig       ] DBRG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:02.915777] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DBRG.txt
[2025-12-04T20:34:02.915902] [INFO ] [sig       ] [888/3547] Completed DBRG in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-04T20:34:02.915938] [INFO ] [sig       ] [889/3547] Forecasting DBX...
[2025-12-04T20:34:02.915966] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-04T20:34:02.915994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-04T20:34:02.927505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-04T20:34:02.927806] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-04T20:34:02.928588] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-04T20:34:02.928637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:02.928667] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:02.928691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:02.928744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:02.984513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:02.985191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:02.985266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:02.985297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:03.104165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:03.104314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:03.104353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:03.104397] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:03.107658] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-04T20:34:03.107926] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-04T20:34:03.108043] [INFO ] [sig       ] DBX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:03.242793] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DBX.txt
[2025-12-04T20:34:03.242922] [INFO ] [sig       ] [889/3547] Completed DBX in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-04T20:34:03.242959] [INFO ] [sig       ] [890/3547] Forecasting DCBO...
[2025-12-04T20:34:03.242986] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-04T20:34:03.243015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-04T20:34:03.254720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-04T20:34:03.255068] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-04T20:34:03.255844] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-04T20:34:03.255893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:03.255923] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:03.255949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:03.256003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:03.311013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:03.311633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:03.311709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:03.311740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:03.430324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:03.430450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:03.430486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:03.430513] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:03.433646] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-04T20:34:03.433898] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-04T20:34:03.434014] [INFO ] [sig       ] DCBO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:03.572819] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DCBO.txt
[2025-12-04T20:34:03.572983] [INFO ] [sig       ] [890/3547] Completed DCBO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:03.573020] [INFO ] [sig       ] [891/3547] Forecasting DCI...
[2025-12-04T20:34:03.573048] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-04T20:34:03.573076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-04T20:34:03.583825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-04T20:34:03.584085] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-04T20:34:03.584835] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-04T20:34:03.584883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:03.584913] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:03.584938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:03.584992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:03.641815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:03.642406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:03.642480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:03.642524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:03.761549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:03.761691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:03.761728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:03.761754] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:03.764971] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-04T20:34:03.765228] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-04T20:34:03.765345] [INFO ] [sig       ] DCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:03.904369] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DCI.txt
[2025-12-04T20:34:03.904488] [INFO ] [sig       ] [891/3547] Completed DCI in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:03.904524] [INFO ] [sig       ] [892/3547] Forecasting DCO...
[2025-12-04T20:34:03.904552] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-04T20:34:03.904597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-04T20:34:03.916392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-04T20:34:03.916749] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-04T20:34:03.917532] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-04T20:34:03.917597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:03.917628] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:03.917654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:03.917708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:03.974393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:03.975291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:03.975383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:03.975414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:04.094596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:04.094748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:04.094787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:04.094814] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:04.098238] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-12-04T20:34:04.098546] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-04T20:34:04.098707] [INFO ] [sig       ] DCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:04.236477] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DCO.txt
[2025-12-04T20:34:04.236619] [INFO ] [sig       ] [892/3547] Completed DCO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:04.236657] [INFO ] [sig       ] [893/3547] Forecasting DCOM...
[2025-12-04T20:34:04.236684] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-04T20:34:04.236713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-04T20:34:04.247424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-04T20:34:04.247727] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-04T20:34:04.248497] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-04T20:34:04.248548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:04.248602] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:04.248629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:04.248698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:04.305465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:04.306193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:04.306270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:04.306302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:04.427024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:04.427177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:04.427216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:04.427243] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:04.430519] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-12-04T20:34:04.430802] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-04T20:34:04.430924] [INFO ] [sig       ] DCOM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:04.567347] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DCOM.txt
[2025-12-04T20:34:04.567483] [INFO ] [sig       ] [893/3547] Completed DCOM in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:04.567519] [INFO ] [sig       ] [894/3547] Forecasting DCTH...
[2025-12-04T20:34:04.567547] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-04T20:34:04.567593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-04T20:34:04.578933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-04T20:34:04.579278] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-04T20:34:04.580214] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-04T20:34:04.580263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:04.580324] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:04.580351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:04.580410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:04.638309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:04.639180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:04.639262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:04.639295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:04.757307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:04.757464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:04.757505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:04.757534] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:04.760961] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-04T20:34:04.761234] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-04T20:34:04.761374] [INFO ] [sig       ] DCTH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:04.899541] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DCTH.txt
[2025-12-04T20:34:04.899684] [INFO ] [sig       ] [894/3547] Completed DCTH in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:04.899721] [INFO ] [sig       ] [895/3547] Forecasting DD...
[2025-12-04T20:34:04.899749] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-04T20:34:04.899777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-04T20:34:04.910976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-04T20:34:04.911262] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-04T20:34:04.912047] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-04T20:34:04.912096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:04.912126] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:04.912151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:04.912205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:04.972722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:04.973651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:04.973748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:04.973781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:05.096713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:05.096875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:05.096917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:05.096945] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:05.101744] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=31.63%)
[2025-12-04T20:34:05.102146] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-04T20:34:05.102293] [INFO ] [sig       ] DD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:05.237785] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DD.txt
[2025-12-04T20:34:05.237901] [INFO ] [sig       ] [895/3547] Completed DD in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:05.237938] [INFO ] [sig       ] [896/3547] Forecasting DDD...
[2025-12-04T20:34:05.237965] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-04T20:34:05.237994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-04T20:34:05.250722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-04T20:34:05.251087] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-04T20:34:05.252009] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-04T20:34:05.252066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:05.252102] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:05.252133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:05.252204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:05.317836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:05.318740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:05.318826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:05.318868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:05.436907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:05.437039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:05.437075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:05.437102] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:05.440375] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-04T20:34:05.440664] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-04T20:34:05.440782] [INFO ] [sig       ] DDD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:05.582246] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DDD.txt
[2025-12-04T20:34:05.582454] [INFO ] [sig       ] [896/3547] Completed DDD in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:05.582495] [INFO ] [sig       ] [897/3547] Forecasting DDI...
[2025-12-04T20:34:05.582528] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-04T20:34:05.582559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-04T20:34:05.594277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-04T20:34:05.594655] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-04T20:34:05.595474] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-04T20:34:05.595525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:05.595554] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:05.595605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:05.595661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:05.650638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:05.651383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:05.651464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:05.651495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:05.768240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:05.768420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:05.768459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:05.768485] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:05.771852] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2025-12-04T20:34:05.772116] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-04T20:34:05.772232] [INFO ] [sig       ] DDI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:05.907081] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DDI.txt
[2025-12-04T20:34:05.907198] [INFO ] [sig       ] [897/3547] Completed DDI in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:05.907233] [INFO ] [sig       ] [898/3547] Forecasting DDL...
[2025-12-04T20:34:05.907261] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-04T20:34:05.907288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-04T20:34:05.918518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-04T20:34:05.918831] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-04T20:34:05.919606] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-04T20:34:05.919654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:05.919684] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:05.919708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:05.919760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:05.974111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:05.974742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:05.974817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:05.974846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:06.095784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:06.095940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:06.095977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:06.096003] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:06.099313] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-04T20:34:06.099587] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-04T20:34:06.099708] [INFO ] [sig       ] DDL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:06.233974] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DDL.txt
[2025-12-04T20:34:06.234099] [INFO ] [sig       ] [898/3547] Completed DDL in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:06.234136] [INFO ] [sig       ] [899/3547] Forecasting DDOG...
[2025-12-04T20:34:06.234164] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-04T20:34:06.234192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-04T20:34:06.247352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-04T20:34:06.247790] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-04T20:34:06.248678] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-04T20:34:06.248731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:06.248761] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:06.248787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:06.248842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:06.305837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:06.306793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:06.306882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:06.306914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:06.427512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:06.427705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:06.427745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:06.427772] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:06.431186] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2025-12-04T20:34:06.431463] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-04T20:34:06.431607] [INFO ] [sig       ] DDOG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:06.571366] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DDOG.txt
[2025-12-04T20:34:06.571528] [INFO ] [sig       ] [899/3547] Completed DDOG in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:06.571565] [INFO ] [sig       ] [900/3547] Forecasting DDS...
[2025-12-04T20:34:06.571616] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-04T20:34:06.571645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-04T20:34:06.583401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-04T20:34:06.583817] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-04T20:34:06.584692] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-04T20:34:06.584748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:06.584781] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:06.584818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:06.584877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:06.643898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:06.644757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:06.644837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:06.644869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:06.766216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:06.766356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:06.766405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:06.766436] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:06.769800] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=83.42%)
[2025-12-04T20:34:06.770081] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-04T20:34:06.770200] [INFO ] [sig       ] DDS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:06.911886] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DDS.txt
[2025-12-04T20:34:06.912023] [INFO ] [sig       ] [900/3547] Completed DDS in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:06.912062] [INFO ] [sig       ] [901/3547] Forecasting DE...
[2025-12-04T20:34:06.912089] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-04T20:34:06.912117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-04T20:34:06.924518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-04T20:34:06.924933] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-04T20:34:06.925727] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-04T20:34:06.925778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:06.925810] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:06.925836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:06.925891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:06.983217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:06.983918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:06.983997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:06.984029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:07.109389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:07.109562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:07.109621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:07.109649] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:07.113066] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-04T20:34:07.113366] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-04T20:34:07.113490] [INFO ] [sig       ] DE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:07.256906] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DE.txt
[2025-12-04T20:34:07.257035] [INFO ] [sig       ] [901/3547] Completed DE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:07.257072] [INFO ] [sig       ] [902/3547] Forecasting DEA...
[2025-12-04T20:34:07.257104] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-04T20:34:07.257145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-04T20:34:07.269429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-04T20:34:07.269826] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-04T20:34:07.270774] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-04T20:34:07.270827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:07.270858] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:07.270883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:07.270937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:07.332844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:07.333664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:07.333747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:07.333781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:07.461187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:07.461345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:07.461402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:07.461431] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:07.464857] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-04T20:34:07.465130] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-04T20:34:07.465251] [INFO ] [sig       ] DEA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:07.617426] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DEA.txt
[2025-12-04T20:34:07.617585] [INFO ] [sig       ] [902/3547] Completed DEA in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:07.617625] [INFO ] [sig       ] [903/3547] Forecasting DECK...
[2025-12-04T20:34:07.617655] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-04T20:34:07.617686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-04T20:34:07.628966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-04T20:34:07.629272] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-04T20:34:07.630026] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-04T20:34:07.630075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:07.630104] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:07.630129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:07.630183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:07.685949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:07.686731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:07.686807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:07.686837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:07.807752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:07.807905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:07.807942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:07.807969] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:07.811322] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-04T20:34:07.811606] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-04T20:34:07.811731] [INFO ] [sig       ] DECK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:07.948537] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DECK.txt
[2025-12-04T20:34:07.948699] [INFO ] [sig       ] [903/3547] Completed DECK in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.1m
[2025-12-04T20:34:07.948737] [INFO ] [sig       ] [904/3547] Forecasting DEI...
[2025-12-04T20:34:07.948764] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-04T20:34:07.948794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-04T20:34:07.960967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-04T20:34:07.961281] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-04T20:34:07.962054] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-04T20:34:07.962103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:07.962134] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:07.962160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:07.962215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:08.017792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:08.018553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:08.018672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:08.018705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:08.140924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:08.141076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:08.141115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:08.141143] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:08.144417] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-12-04T20:34:08.144702] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-04T20:34:08.144824] [INFO ] [sig       ] DEI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:08.280950] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DEI.txt
[2025-12-04T20:34:08.281090] [INFO ] [sig       ] [904/3547] Completed DEI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-04T20:34:08.281126] [INFO ] [sig       ] [905/3547] Forecasting DELL...
[2025-12-04T20:34:08.281155] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-04T20:34:08.281183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-04T20:34:08.293639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-04T20:34:08.293958] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-04T20:34:08.294799] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-04T20:34:08.294851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:08.294888] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:08.294914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:08.294968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:08.353102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:08.353967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:08.354060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:08.354104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:08.476634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:08.476790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:08.476828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:08.476855] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:08.480239] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-04T20:34:08.480542] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-04T20:34:08.480684] [INFO ] [sig       ] DELL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:08.626498] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DELL.txt
[2025-12-04T20:34:08.626662] [INFO ] [sig       ] [905/3547] Completed DELL in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-04T20:34:08.626701] [INFO ] [sig       ] [906/3547] Forecasting DENN...
[2025-12-04T20:34:08.626732] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-04T20:34:08.626761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-04T20:34:08.637872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-04T20:34:08.638198] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-04T20:34:08.639075] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-04T20:34:08.639127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:08.639169] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:08.639196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:08.639252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:08.695556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:08.696314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:08.696397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:08.696428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:08.816991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:08.817142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:08.817180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:08.817206] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:08.820617] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-04T20:34:08.820880] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-04T20:34:08.820999] [INFO ] [sig       ] DENN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:08.959449] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DENN.txt
[2025-12-04T20:34:08.959594] [INFO ] [sig       ] [906/3547] Completed DENN in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:08.959631] [INFO ] [sig       ] [907/3547] Forecasting DEO...
[2025-12-04T20:34:08.959659] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-04T20:34:08.959687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-04T20:34:08.972217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-04T20:34:08.972529] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-04T20:34:08.973342] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-04T20:34:08.973397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:08.973436] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:08.973467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:08.973535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:09.029587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:09.030368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:09.030459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:09.030497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:09.150421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:09.150593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:09.150633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:09.150662] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:09.153970] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-12-04T20:34:09.154228] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-04T20:34:09.154344] [INFO ] [sig       ] DEO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:09.291526] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DEO.txt
[2025-12-04T20:34:09.291704] [INFO ] [sig       ] [907/3547] Completed DEO in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:09.291752] [INFO ] [sig       ] [908/3547] Forecasting DERM...
[2025-12-04T20:34:09.291790] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-04T20:34:09.291826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-04T20:34:09.303172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-04T20:34:09.303496] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-04T20:34:09.304306] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-04T20:34:09.304358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:09.304388] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:09.304418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:09.304474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:09.359537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:09.360310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:09.360388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:09.360419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:09.478751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:09.478904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:09.478943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:09.478970] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:09.482206] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-04T20:34:09.482463] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-04T20:34:09.482607] [INFO ] [sig       ] DERM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:09.621337] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DERM.txt
[2025-12-04T20:34:09.621548] [INFO ] [sig       ] [908/3547] Completed DERM in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:09.621628] [INFO ] [sig       ] [909/3547] Forecasting DFGP...
[2025-12-04T20:34:09.621675] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-04T20:34:09.621720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-04T20:34:09.633375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-04T20:34:09.633719] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-04T20:34:09.634501] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-04T20:34:09.634553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:09.634608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:09.634640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:09.634698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:09.690850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:09.691564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:09.691657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:09.691689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:09.813242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:09.813365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:09.813404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:09.813433] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:09.816787] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-04T20:34:09.817051] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-04T20:34:09.817169] [INFO ] [sig       ] DFGP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:09.954138] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DFGP.txt
[2025-12-04T20:34:09.954251] [INFO ] [sig       ] [909/3547] Completed DFGP in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:09.954288] [INFO ] [sig       ] [910/3547] Forecasting DFGX...
[2025-12-04T20:34:09.954332] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-04T20:34:09.954364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-04T20:34:09.966102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-04T20:34:09.966500] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-04T20:34:09.967308] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-04T20:34:09.967359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:09.967390] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:09.967415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:09.967469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:10.025610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:10.026504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:10.026613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:10.026647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:10.151527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:10.151706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:10.151746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:10.151773] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:10.155048] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-04T20:34:10.155309] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-04T20:34:10.155427] [INFO ] [sig       ] DFGX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:10.292705] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DFGX.txt
[2025-12-04T20:34:10.292855] [INFO ] [sig       ] [910/3547] Completed DFGX in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:10.292892] [INFO ] [sig       ] [911/3547] Forecasting DFH...
[2025-12-04T20:34:10.292920] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-04T20:34:10.292948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-04T20:34:10.304311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-04T20:34:10.304616] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-04T20:34:10.305361] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-04T20:34:10.305411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:10.305469] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:10.305496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:10.305550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:10.361318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:10.362188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:10.362268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:10.362299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:10.480748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:10.480906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:10.480944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:10.480970] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:10.484288] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=45.32%)
[2025-12-04T20:34:10.484564] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-04T20:34:10.484708] [INFO ] [sig       ] DFH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:10.621415] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DFH.txt
[2025-12-04T20:34:10.621543] [INFO ] [sig       ] [911/3547] Completed DFH in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:10.621597] [INFO ] [sig       ] [912/3547] Forecasting DFIN...
[2025-12-04T20:34:10.621627] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-04T20:34:10.621655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-04T20:34:10.636389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-04T20:34:10.636838] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-04T20:34:10.637930] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-04T20:34:10.637994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:10.638041] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:10.638084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:10.638165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:10.700692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:10.701545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:10.701648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:10.701679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:10.820631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:10.820763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:10.820801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:10.820827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:10.824084] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-04T20:34:10.824342] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-04T20:34:10.824459] [INFO ] [sig       ] DFIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:10.960007] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DFIN.txt
[2025-12-04T20:34:10.960120] [INFO ] [sig       ] [912/3547] Completed DFIN in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:10.960156] [INFO ] [sig       ] [913/3547] Forecasting DFP...
[2025-12-04T20:34:10.960184] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-04T20:34:10.960212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-04T20:34:10.974009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-04T20:34:10.974554] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-04T20:34:10.975489] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-04T20:34:10.975542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:10.975603] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:10.975634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:10.975691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:11.033394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:11.034526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:11.034656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:11.034701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:11.158591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:11.158819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:11.158865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:11.158928] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:11.162847] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-12-04T20:34:11.163146] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-04T20:34:11.163279] [INFO ] [sig       ] DFP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:11.299394] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DFP.txt
[2025-12-04T20:34:11.299532] [INFO ] [sig       ] [913/3547] Completed DFP in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:11.299585] [INFO ] [sig       ] [914/3547] Forecasting DG...
[2025-12-04T20:34:11.299617] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-04T20:34:11.299647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-04T20:34:11.311762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-04T20:34:11.312146] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-04T20:34:11.312982] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-04T20:34:11.313033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:11.313062] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:11.313086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:11.313140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:11.380380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:11.381290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:11.381376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:11.381410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:11.502361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:11.502520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:11.502558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:11.502603] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:11.505937] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-12-04T20:34:11.506203] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-04T20:34:11.506322] [INFO ] [sig       ] DG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:11.647815] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DG.txt
[2025-12-04T20:34:11.647954] [INFO ] [sig       ] [914/3547] Completed DG in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:11.647990] [INFO ] [sig       ] [915/3547] Forecasting DGCB...
[2025-12-04T20:34:11.648019] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-04T20:34:11.648047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-04T20:34:11.658393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-04T20:34:11.658748] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-04T20:34:11.659488] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-04T20:34:11.659538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:11.659584] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:11.659612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:11.659667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:11.714357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:11.715170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:11.715246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:11.715292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:11.836326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:11.836462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:11.836499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:11.836525] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:11.839764] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-12-04T20:34:11.840021] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-04T20:34:11.840134] [INFO ] [sig       ] DGCB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:12.020764] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DGCB.txt
[2025-12-04T20:34:12.020896] [INFO ] [sig       ] [915/3547] Completed DGCB in 0.4s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:12.020934] [INFO ] [sig       ] [916/3547] Forecasting DGICA...
[2025-12-04T20:34:12.020962] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-04T20:34:12.020990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-04T20:34:12.032119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-04T20:34:12.032413] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-04T20:34:12.033234] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-04T20:34:12.033284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:12.033316] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:12.033342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:12.033398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:12.091604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:12.092474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:12.092596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:12.092638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:12.212043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:12.212196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:12.212236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:12.212263] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:12.215693] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-04T20:34:12.215989] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-04T20:34:12.216118] [INFO ] [sig       ] DGICA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:12.359127] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DGICA.txt
[2025-12-04T20:34:12.359260] [INFO ] [sig       ] [916/3547] Completed DGICA in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:12.359295] [INFO ] [sig       ] [917/3547] Forecasting DGII...
[2025-12-04T20:34:12.359324] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-04T20:34:12.359352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-04T20:34:12.370495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-04T20:34:12.370831] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-04T20:34:12.371589] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-04T20:34:12.371639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:12.371669] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:12.371706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:12.371762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:12.427039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:12.427775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:12.427853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:12.427884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:12.553768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:12.553932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:12.553972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:12.553997] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:12.557338] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-12-04T20:34:12.557616] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-04T20:34:12.557735] [INFO ] [sig       ] DGII: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:12.693789] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DGII.txt
[2025-12-04T20:34:12.693916] [INFO ] [sig       ] [917/3547] Completed DGII in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:12.693952] [INFO ] [sig       ] [918/3547] Forecasting DGLY...
[2025-12-04T20:34:12.693980] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-04T20:34:12.694007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-04T20:34:12.704794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-04T20:34:12.705057] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-04T20:34:12.705804] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-04T20:34:12.705852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:12.705883] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:12.705907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:12.705960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:12.760966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:12.761542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:12.761639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:12.761671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:12.873935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:12.874121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:12.874164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:12.874191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:12.877435] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-04T20:34:12.877713] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-04T20:34:12.877829] [INFO ] [sig       ] DGLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:13.013549] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DGLY.txt
[2025-12-04T20:34:13.013682] [INFO ] [sig       ] [918/3547] Completed DGLY in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:13.013719] [INFO ] [sig       ] [919/3547] Forecasting DGRE...
[2025-12-04T20:34:13.013748] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-04T20:34:13.013776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-04T20:34:13.024980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-04T20:34:13.025324] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-04T20:34:13.026152] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-04T20:34:13.026201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:13.026231] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:13.026256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:13.026309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:13.084192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:13.085097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:13.085185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:13.085216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:13.193190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:13.193347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:13.193385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:13.193412] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:13.196725] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-04T20:34:13.196985] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-04T20:34:13.197103] [INFO ] [sig       ] DGRE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:13.337123] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DGRE.txt
[2025-12-04T20:34:13.337235] [INFO ] [sig       ] [919/3547] Completed DGRE in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:13.337272] [INFO ] [sig       ] [920/3547] Forecasting DGRS...
[2025-12-04T20:34:13.337300] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-04T20:34:13.337327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-04T20:34:13.348245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-04T20:34:13.348595] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-04T20:34:13.349361] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-04T20:34:13.349412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:13.349443] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:13.349471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:13.349526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:13.405680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:13.406268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:13.406347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:13.406377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:13.523117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:13.523246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:13.523286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:13.523313] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:13.526657] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-04T20:34:13.526914] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-04T20:34:13.527028] [INFO ] [sig       ] DGRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:13.669990] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DGRS.txt
[2025-12-04T20:34:13.670145] [INFO ] [sig       ] [920/3547] Completed DGRS in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:13.670181] [INFO ] [sig       ] [921/3547] Forecasting DGX...
[2025-12-04T20:34:13.670209] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-04T20:34:13.670245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-04T20:34:13.681834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-04T20:34:13.682168] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-04T20:34:13.682971] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-04T20:34:13.683021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:13.683054] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:13.683081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:13.683136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:13.739805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:13.740416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:13.740519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:13.740553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:13.876273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:13.876422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:13.876462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:13.876491] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:13.879861] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-04T20:34:13.880124] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-04T20:34:13.880241] [INFO ] [sig       ] DGX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:14.016844] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DGX.txt
[2025-12-04T20:34:14.016970] [INFO ] [sig       ] [921/3547] Completed DGX in 0.3s | 2.93 sym/s | Total: 5.2m | ETA: 15.0m
[2025-12-04T20:34:14.017006] [INFO ] [sig       ] [922/3547] Forecasting DH...
[2025-12-04T20:34:14.017035] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-04T20:34:14.017063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-04T20:34:14.028622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-04T20:34:14.029019] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-04T20:34:14.029793] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-04T20:34:14.029846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:14.029876] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:14.029901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:14.029954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:14.085444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:14.086338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:14.086420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:14.086452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:14.213902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:14.214087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:14.214135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:14.214172] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:14.219220] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-04T20:34:14.219684] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-04T20:34:14.219876] [INFO ] [sig       ] DH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:14.391902] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DH.txt
[2025-12-04T20:34:14.392071] [INFO ] [sig       ] [922/3547] Completed DH in 0.4s | 2.93 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-04T20:34:14.392111] [INFO ] [sig       ] [923/3547] Forecasting DHC...
[2025-12-04T20:34:14.392140] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-04T20:34:14.392167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-04T20:34:14.404057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-04T20:34:14.404464] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-04T20:34:14.405312] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-04T20:34:14.405364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:14.405396] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:14.405421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:14.405476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:14.466651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:14.467549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:14.467657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:14.467690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:14.609680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:14.609865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:14.609920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:14.609960] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:14.614728] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-04T20:34:14.615142] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-04T20:34:14.615305] [INFO ] [sig       ] DHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:14.795533] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DHC.txt
[2025-12-04T20:34:14.795793] [INFO ] [sig       ] [923/3547] Completed DHC in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-04T20:34:14.795861] [INFO ] [sig       ] [924/3547] Forecasting DHF...
[2025-12-04T20:34:14.795912] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-04T20:34:14.795962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-04T20:34:14.810836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-04T20:34:14.811329] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-04T20:34:14.812431] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-04T20:34:14.812499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:14.812548] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:14.812610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:14.812686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:14.881913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:14.883065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:14.883168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:14.883214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:15.028245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:15.028480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:15.028547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:15.028607] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:15.034072] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-12-04T20:34:15.034607] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-04T20:34:15.034816] [INFO ] [sig       ] DHF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:15.189843] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DHF.txt
[2025-12-04T20:34:15.190079] [INFO ] [sig       ] [924/3547] Completed DHF in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:15.190128] [INFO ] [sig       ] [925/3547] Forecasting DHI...
[2025-12-04T20:34:15.190160] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-04T20:34:15.190189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-04T20:34:15.202888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-04T20:34:15.203310] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-04T20:34:15.204168] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-04T20:34:15.204221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:15.204253] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:15.204279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:15.204335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:15.263520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:15.264464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:15.264564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:15.264637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:15.396144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:15.396300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:15.396341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:15.396369] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:15.399854] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=33.36%)
[2025-12-04T20:34:15.400131] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-04T20:34:15.400257] [INFO ] [sig       ] DHI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:15.551048] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DHI.txt
[2025-12-04T20:34:15.551190] [INFO ] [sig       ] [925/3547] Completed DHI in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:15.551227] [INFO ] [sig       ] [926/3547] Forecasting DHIL...
[2025-12-04T20:34:15.551256] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-04T20:34:15.551283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-04T20:34:15.562168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-04T20:34:15.562523] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-04T20:34:15.563346] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-04T20:34:15.563404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:15.563437] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:15.563463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:15.563551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:15.621600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:15.622441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:15.622529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:15.622567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:15.737298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:15.737501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:15.737544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:15.737601] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:15.741285] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-04T20:34:15.741625] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-04T20:34:15.741783] [INFO ] [sig       ] DHIL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:15.885437] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DHIL.txt
[2025-12-04T20:34:15.885611] [INFO ] [sig       ] [926/3547] Completed DHIL in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:15.885651] [INFO ] [sig       ] [927/3547] Forecasting DHX...
[2025-12-04T20:34:15.885679] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-04T20:34:15.885707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-04T20:34:15.897221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-04T20:34:15.897534] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-04T20:34:15.898383] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-04T20:34:15.898435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:15.898465] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:15.898490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:15.898543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:15.956822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:15.957568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:15.957681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:15.957716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:16.073943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:16.074098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:16.074138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:16.074167] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:16.077551] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-04T20:34:16.077875] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-04T20:34:16.078009] [INFO ] [sig       ] DHX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:16.217398] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DHX.txt
[2025-12-04T20:34:16.217540] [INFO ] [sig       ] [927/3547] Completed DHX in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:16.217596] [INFO ] [sig       ] [928/3547] Forecasting DIBS...
[2025-12-04T20:34:16.217628] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-04T20:34:16.217657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-04T20:34:16.228805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-04T20:34:16.229127] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-04T20:34:16.229923] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-04T20:34:16.229973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:16.230031] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:16.230057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:16.230112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:16.287537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:16.288354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:16.288434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:16.288465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:16.409605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:16.409766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:16.409807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:16.409835] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:16.413270] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-04T20:34:16.413537] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-04T20:34:16.413713] [INFO ] [sig       ] DIBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:16.556743] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DIBS.txt
[2025-12-04T20:34:16.556883] [INFO ] [sig       ] [928/3547] Completed DIBS in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:16.556921] [INFO ] [sig       ] [929/3547] Forecasting DIN...
[2025-12-04T20:34:16.556949] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-04T20:34:16.556978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-04T20:34:16.568538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-04T20:34:16.568932] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-04T20:34:16.569758] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-04T20:34:16.569810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:16.569841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:16.569866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:16.569920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:16.625817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:16.626666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:16.626755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:16.626788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:16.745211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:16.745350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:16.745387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:16.745414] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:16.748653] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=75.38%)
[2025-12-04T20:34:16.748917] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-04T20:34:16.749036] [INFO ] [sig       ] DIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:16.883742] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DIN.txt
[2025-12-04T20:34:16.883873] [INFO ] [sig       ] [929/3547] Completed DIN in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:16.883909] [INFO ] [sig       ] [930/3547] Forecasting DIOD...
[2025-12-04T20:34:16.883935] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-04T20:34:16.883963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-04T20:34:16.896302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-04T20:34:16.896662] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-04T20:34:16.897423] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-04T20:34:16.897472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:16.897516] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:16.897542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:16.897619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:16.954620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:16.955493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:16.955597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:16.955634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:17.078646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:17.078813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:17.078854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:17.078882] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:17.082299] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-04T20:34:17.082563] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-04T20:34:17.082707] [INFO ] [sig       ] DIOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:17.228698] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DIOD.txt
[2025-12-04T20:34:17.228836] [INFO ] [sig       ] [930/3547] Completed DIOD in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:17.228875] [INFO ] [sig       ] [931/3547] Forecasting DIS...
[2025-12-04T20:34:17.228904] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-04T20:34:17.228935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-04T20:34:17.240525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-04T20:34:17.240880] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-04T20:34:17.241715] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-04T20:34:17.241766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:17.241797] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:17.241822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:17.241875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:17.299819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:17.300693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:17.300776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:17.300809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:17.426124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:17.426242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:17.426280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:17.426340] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:17.429762] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-04T20:34:17.430035] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-04T20:34:17.430160] [INFO ] [sig       ] DIS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:17.592293] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DIS.txt
[2025-12-04T20:34:17.592449] [INFO ] [sig       ] [931/3547] Completed DIS in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:17.592487] [INFO ] [sig       ] [932/3547] Forecasting DJCO...
[2025-12-04T20:34:17.592514] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-04T20:34:17.592545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-04T20:34:17.604297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-04T20:34:17.604648] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-04T20:34:17.605406] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-04T20:34:17.605455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:17.605484] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:17.605508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:17.605561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:17.660695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:17.661301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:17.661378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:17.661408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:17.779025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:17.779188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:17.779227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:17.779254] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:17.782813] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-12-04T20:34:17.783141] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-04T20:34:17.783282] [INFO ] [sig       ] DJCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:17.926225] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DJCO.txt
[2025-12-04T20:34:17.926354] [INFO ] [sig       ] [932/3547] Completed DJCO in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:17.926389] [INFO ] [sig       ] [933/3547] Forecasting DK...
[2025-12-04T20:34:17.926416] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-04T20:34:17.926444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-04T20:34:17.937417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-04T20:34:17.937714] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-04T20:34:17.938510] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-04T20:34:17.938559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:17.938614] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:17.938641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:17.938696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:17.993809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:17.994424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:17.994503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:17.994535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:18.112378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:18.112528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:18.112583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:18.112614] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:18.115847] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-04T20:34:18.116106] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-04T20:34:18.116221] [INFO ] [sig       ] DK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:18.260754] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DK.txt
[2025-12-04T20:34:18.260998] [INFO ] [sig       ] [933/3547] Completed DK in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:18.261043] [INFO ] [sig       ] [934/3547] Forecasting DKL...
[2025-12-04T20:34:18.261083] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-04T20:34:18.261120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-04T20:34:18.277338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-04T20:34:18.278028] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-04T20:34:18.278898] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-04T20:34:18.278947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:18.278977] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:18.279002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:18.279057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:18.334732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:18.335775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:18.335863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:18.335894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:18.449427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:18.449597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:18.449638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:18.449665] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:18.452898] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=57.72%)
[2025-12-04T20:34:18.453154] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-04T20:34:18.453271] [INFO ] [sig       ] DKL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:18.588720] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DKL.txt
[2025-12-04T20:34:18.588875] [INFO ] [sig       ] [934/3547] Completed DKL in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:18.588911] [INFO ] [sig       ] [935/3547] Forecasting DKNG...
[2025-12-04T20:34:18.588938] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-04T20:34:18.588967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-04T20:34:18.600352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-04T20:34:18.600747] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-04T20:34:18.601496] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-04T20:34:18.601546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:18.601603] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:18.601632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:18.601687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:18.656872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:18.657538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:18.657630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:18.657661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:18.770902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:18.771049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:18.771089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:18.771116] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:18.774377] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-04T20:34:18.774653] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-04T20:34:18.774769] [INFO ] [sig       ] DKNG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:18.910552] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DKNG.txt
[2025-12-04T20:34:18.910697] [INFO ] [sig       ] [935/3547] Completed DKNG in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:18.910734] [INFO ] [sig       ] [936/3547] Forecasting DKS...
[2025-12-04T20:34:18.910762] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-04T20:34:18.910790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-04T20:34:18.922546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-04T20:34:18.922847] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-04T20:34:18.923605] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-04T20:34:18.923657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:18.923688] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:18.923714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:18.923767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:18.978677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:18.979334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:18.979410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:18.979441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:19.096324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:19.096465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:19.096501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:19.096529] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:19.099801] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-04T20:34:19.100059] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-04T20:34:19.100173] [INFO ] [sig       ] DKS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:19.235243] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DKS.txt
[2025-12-04T20:34:19.235366] [INFO ] [sig       ] [936/3547] Completed DKS in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:19.235402] [INFO ] [sig       ] [937/3547] Forecasting DLB...
[2025-12-04T20:34:19.235428] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-04T20:34:19.235457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-04T20:34:19.246299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-04T20:34:19.246603] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-04T20:34:19.247351] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-04T20:34:19.247399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:19.247428] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:19.247454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:19.247507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:19.302530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:19.303222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:19.303297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:19.303328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:19.423015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:19.423167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:19.423204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:19.423249] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:19.426494] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-04T20:34:19.426765] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-04T20:34:19.426881] [INFO ] [sig       ] DLB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:19.570975] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DLB.txt
[2025-12-04T20:34:19.571122] [INFO ] [sig       ] [937/3547] Completed DLB in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:19.571162] [INFO ] [sig       ] [938/3547] Forecasting DLHC...
[2025-12-04T20:34:19.571191] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-04T20:34:19.571221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-04T20:34:19.581910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-04T20:34:19.582179] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-04T20:34:19.582962] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-04T20:34:19.583015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:19.583050] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:19.583078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:19.583133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:19.641029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:19.641759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:19.641875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:19.641911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:19.758099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:19.758230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:19.758268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:19.758321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:19.761723] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-12-04T20:34:19.761983] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-04T20:34:19.762102] [INFO ] [sig       ] DLHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:19.898051] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DLHC.txt
[2025-12-04T20:34:19.898176] [INFO ] [sig       ] [938/3547] Completed DLHC in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 14.9m
[2025-12-04T20:34:19.898212] [INFO ] [sig       ] [939/3547] Forecasting DLNG...
[2025-12-04T20:34:19.898239] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-04T20:34:19.898268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-04T20:34:19.908963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-04T20:34:19.909229] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-04T20:34:19.910009] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-04T20:34:19.910059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:19.910089] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:19.910114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:19.910168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:19.965852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:19.966472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:19.966547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:19.966610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:20.079797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:20.079942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:20.079980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:20.080007] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:20.083272] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-04T20:34:20.083531] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-04T20:34:20.083685] [INFO ] [sig       ] DLNG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:20.219952] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DLNG.txt
[2025-12-04T20:34:20.220076] [INFO ] [sig       ] [939/3547] Completed DLNG in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-04T20:34:20.220113] [INFO ] [sig       ] [940/3547] Forecasting DLO...
[2025-12-04T20:34:20.220143] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-04T20:34:20.220169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-04T20:34:20.233078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-04T20:34:20.233731] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-04T20:34:20.234662] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-04T20:34:20.234714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:20.234746] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:20.234771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:20.234827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:20.293374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:20.294412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:20.294509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:20.294543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:20.415480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:20.415690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:20.415736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:20.415765] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:20.419504] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-04T20:34:20.419849] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-04T20:34:20.419986] [INFO ] [sig       ] DLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:20.562084] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DLO.txt
[2025-12-04T20:34:20.562256] [INFO ] [sig       ] [940/3547] Completed DLO in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-04T20:34:20.562297] [INFO ] [sig       ] [941/3547] Forecasting DLPN...
[2025-12-04T20:34:20.562325] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-04T20:34:20.562353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-04T20:34:20.574631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-04T20:34:20.575017] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-04T20:34:20.575865] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-04T20:34:20.575919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:20.575952] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:20.575992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:20.576050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:20.633697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:20.634534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:20.634648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:20.634684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:20.744458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:20.744635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:20.744676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:20.744704] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:20.748043] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-04T20:34:20.748344] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-04T20:34:20.748471] [INFO ] [sig       ] DLPN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:20.897131] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DLPN.txt
[2025-12-04T20:34:20.897316] [INFO ] [sig       ] [941/3547] Completed DLPN in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:20.897355] [INFO ] [sig       ] [942/3547] Forecasting DLTH...
[2025-12-04T20:34:20.897382] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-04T20:34:20.897412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-04T20:34:20.908334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-04T20:34:20.908658] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-04T20:34:20.909425] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-04T20:34:20.909475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:20.909507] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:20.909534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:20.909609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:20.969458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:20.970363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:20.970448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:20.970481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:21.091012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:21.091164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:21.091202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:21.091229] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:21.094566] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-04T20:34:21.094932] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-04T20:34:21.095072] [INFO ] [sig       ] DLTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:21.232396] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DLTH.txt
[2025-12-04T20:34:21.232519] [INFO ] [sig       ] [942/3547] Completed DLTH in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:21.232555] [INFO ] [sig       ] [943/3547] Forecasting DLX...
[2025-12-04T20:34:21.232600] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-04T20:34:21.232631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-04T20:34:21.244491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-04T20:34:21.244871] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-04T20:34:21.245727] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-04T20:34:21.245797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:21.245831] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:21.245856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:21.245912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:21.301300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:21.302161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:21.302243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:21.302274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:21.421935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:21.422093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:21.422132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:21.422158] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:21.425499] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=61.26%)
[2025-12-04T20:34:21.425776] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-04T20:34:21.425894] [INFO ] [sig       ] DLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:21.563995] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DLX.txt
[2025-12-04T20:34:21.564138] [INFO ] [sig       ] [943/3547] Completed DLX in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:21.564175] [INFO ] [sig       ] [944/3547] Forecasting DLY...
[2025-12-04T20:34:21.564202] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-04T20:34:21.564232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-04T20:34:21.575512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-04T20:34:21.575794] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-04T20:34:21.576520] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-04T20:34:21.576568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:21.576621] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:21.576652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:21.576723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:21.633416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:21.634044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:21.634117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:21.634147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:21.750853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:21.750996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:21.751033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:21.751062] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:21.754292] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=84.48%)
[2025-12-04T20:34:21.754547] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-04T20:34:21.754688] [INFO ] [sig       ] DLY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:21.893519] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DLY.txt
[2025-12-04T20:34:21.893665] [INFO ] [sig       ] [944/3547] Completed DLY in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:21.893702] [INFO ] [sig       ] [945/3547] Forecasting DMAC...
[2025-12-04T20:34:21.893729] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-04T20:34:21.893757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-04T20:34:21.904736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-04T20:34:21.904991] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-04T20:34:21.905747] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-04T20:34:21.905795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:21.905849] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:21.905877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:21.905931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:21.961526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:21.962146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:21.962219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:21.962249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:22.083367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:22.083517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:22.083555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:22.083599] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:22.086822] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-04T20:34:22.087078] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-04T20:34:22.087193] [INFO ] [sig       ] DMAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:22.222375] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DMAC.txt
[2025-12-04T20:34:22.222487] [INFO ] [sig       ] [945/3547] Completed DMAC in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:22.222524] [INFO ] [sig       ] [946/3547] Forecasting DMB...
[2025-12-04T20:34:22.222551] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-04T20:34:22.222597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-04T20:34:22.233265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-04T20:34:22.233630] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-04T20:34:22.234416] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-04T20:34:22.234467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:22.234497] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:22.234521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:22.234606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:22.294889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:22.295876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:22.295965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:22.295997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:22.414110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:22.414232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:22.414268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:22.414294] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:22.417433] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=19.24%)
[2025-12-04T20:34:22.417709] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-04T20:34:22.417826] [INFO ] [sig       ] DMB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:22.554990] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DMB.txt
[2025-12-04T20:34:22.555113] [INFO ] [sig       ] [946/3547] Completed DMB in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:22.555149] [INFO ] [sig       ] [947/3547] Forecasting DMLP...
[2025-12-04T20:34:22.555176] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-04T20:34:22.555205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-04T20:34:22.566779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-04T20:34:22.567046] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-04T20:34:22.567867] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-04T20:34:22.567919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:22.567950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:22.567975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:22.568029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:22.623759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:22.624367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:22.624438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:22.624468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:22.744900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:22.745246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:22.745283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:22.745309] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:22.748723] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=72.72%)
[2025-12-04T20:34:22.748982] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-04T20:34:22.749094] [INFO ] [sig       ] DMLP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:22.885222] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DMLP.txt
[2025-12-04T20:34:22.885345] [INFO ] [sig       ] [947/3547] Completed DMLP in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:22.885382] [INFO ] [sig       ] [948/3547] Forecasting DMO...
[2025-12-04T20:34:22.885410] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-04T20:34:22.885440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-04T20:34:22.897057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-04T20:34:22.897354] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-04T20:34:22.898172] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-04T20:34:22.898223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:22.898253] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:22.898302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:22.898360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:22.953621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:22.954213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:22.954289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:22.954320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:23.068216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:23.068369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:23.068408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:23.068481] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:23.071768] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-04T20:34:23.072035] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-04T20:34:23.072150] [INFO ] [sig       ] DMO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:23.208350] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DMO.txt
[2025-12-04T20:34:23.208471] [INFO ] [sig       ] [948/3547] Completed DMO in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:23.208507] [INFO ] [sig       ] [949/3547] Forecasting DMRC...
[2025-12-04T20:34:23.208533] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-04T20:34:23.208562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-04T20:34:23.220000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-04T20:34:23.220286] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-04T20:34:23.221100] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-04T20:34:23.221151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:23.221183] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:23.221208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:23.221264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:23.277850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:23.278473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:23.278557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:23.278634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:23.401848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:23.402013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:23.402052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:23.402079] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:23.405428] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-04T20:34:23.405701] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-04T20:34:23.405818] [INFO ] [sig       ] DMRC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:23.548895] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DMRC.txt
[2025-12-04T20:34:23.549015] [INFO ] [sig       ] [949/3547] Completed DMRC in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:23.549051] [INFO ] [sig       ] [950/3547] Forecasting DMXF...
[2025-12-04T20:34:23.549078] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-04T20:34:23.549108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-04T20:34:23.559351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-04T20:34:23.559630] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-04T20:34:23.560360] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-04T20:34:23.560410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:23.560439] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:23.560464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:23.560519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:23.618207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:23.618857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:23.618931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:23.618963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:23.736196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:23.736364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:23.736403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:23.736431] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:23.739677] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-04T20:34:23.739940] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-04T20:34:23.740056] [INFO ] [sig       ] DMXF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:23.876775] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DMXF.txt
[2025-12-04T20:34:23.876907] [INFO ] [sig       ] [950/3547] Completed DMXF in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:23.876943] [INFO ] [sig       ] [951/3547] Forecasting DNA...
[2025-12-04T20:34:23.876970] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-04T20:34:23.876999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-04T20:34:23.887866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-04T20:34:23.888209] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-04T20:34:23.889031] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-04T20:34:23.889081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:23.889109] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:23.889134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:23.889188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:23.946307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:23.947075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:23.947152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:23.947183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:24.066191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:24.066334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:24.066372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:24.066398] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:24.072852] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2025-12-04T20:34:24.073166] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-04T20:34:24.073290] [INFO ] [sig       ] DNA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:24.212787] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DNA.txt
[2025-12-04T20:34:24.212934] [INFO ] [sig       ] [951/3547] Completed DNA in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:24.212973] [INFO ] [sig       ] [952/3547] Forecasting DNLI...
[2025-12-04T20:34:24.213001] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-04T20:34:24.213030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-04T20:34:24.224452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-04T20:34:24.224825] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-04T20:34:24.225605] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-04T20:34:24.225654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:24.225684] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:24.225709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:24.225763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:24.283992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:24.284858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:24.284942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:24.284973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:24.406458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:24.406621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:24.406661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:24.406689] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:24.410035] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-04T20:34:24.410298] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-04T20:34:24.410415] [INFO ] [sig       ] DNLI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:24.548677] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DNLI.txt
[2025-12-04T20:34:24.548812] [INFO ] [sig       ] [952/3547] Completed DNLI in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:24.548857] [INFO ] [sig       ] [953/3547] Forecasting DNP...
[2025-12-04T20:34:24.548885] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-04T20:34:24.548914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-04T20:34:24.559847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-04T20:34:24.560119] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-04T20:34:24.560999] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-04T20:34:24.561050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:24.561080] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:24.561105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:24.561160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:24.616857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:24.617432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:24.617505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:24.617535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:24.735415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:24.735545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:24.735603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:24.735633] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:24.738820] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-04T20:34:24.739085] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-04T20:34:24.739199] [INFO ] [sig       ] DNP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:24.881868] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DNP.txt
[2025-12-04T20:34:24.881989] [INFO ] [sig       ] [953/3547] Completed DNP in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:24.882028] [INFO ] [sig       ] [954/3547] Forecasting DNTH...
[2025-12-04T20:34:24.882056] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-04T20:34:24.882083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-04T20:34:24.894392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-04T20:34:24.894765] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-04T20:34:24.895523] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-04T20:34:24.895588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:24.895632] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:24.895659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:24.895722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:24.951836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:24.952653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:24.952733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:24.952764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:25.074341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:25.074489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:25.074529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:25.074556] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:25.077943] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-12-04T20:34:25.078209] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-04T20:34:25.078352] [INFO ] [sig       ] DNTH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:25.215501] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DNTH.txt
[2025-12-04T20:34:25.215670] [INFO ] [sig       ] [954/3547] Completed DNTH in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:25.215710] [INFO ] [sig       ] [955/3547] Forecasting DOCN...
[2025-12-04T20:34:25.215739] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-04T20:34:25.215769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-04T20:34:25.227431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-04T20:34:25.227825] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-04T20:34:25.228640] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-04T20:34:25.228692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:25.228722] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:25.228748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:25.228807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:25.285321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:25.286143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:25.286268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:25.286314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:25.406259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:25.406412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:25.406451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:25.406480] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:25.410026] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-04T20:34:25.410306] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-04T20:34:25.410428] [INFO ] [sig       ] DOCN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:25.550608] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DOCN.txt
[2025-12-04T20:34:25.550774] [INFO ] [sig       ] [955/3547] Completed DOCN in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:25.550821] [INFO ] [sig       ] [956/3547] Forecasting DOCS...
[2025-12-04T20:34:25.550856] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-04T20:34:25.550892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-04T20:34:25.562452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-04T20:34:25.562883] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-04T20:34:25.563728] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-04T20:34:25.563781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:25.563813] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:25.563840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:25.563896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:25.621700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:25.622557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:25.622660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:25.622693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:25.746655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:25.746804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:25.746847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:25.746888] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:25.750457] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-04T20:34:25.750757] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-04T20:34:25.750886] [INFO ] [sig       ] DOCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:25.891621] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DOCS.txt
[2025-12-04T20:34:25.891747] [INFO ] [sig       ] [956/3547] Completed DOCS in 0.3s | 2.93 sym/s | Total: 5.4m | ETA: 14.8m
[2025-12-04T20:34:25.891783] [INFO ] [sig       ] [957/3547] Forecasting DOGZ...
[2025-12-04T20:34:25.891811] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-04T20:34:25.891839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-04T20:34:25.903659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-04T20:34:25.903941] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-04T20:34:25.904695] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-04T20:34:25.904747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:25.904781] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:25.904807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:25.904861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:25.960279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:25.960926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:25.961002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:25.961032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:26.085763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:26.085924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:26.085962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:26.085989] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:26.089358] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-12-04T20:34:26.089634] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-04T20:34:26.089754] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:26.226755] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DOGZ.txt
[2025-12-04T20:34:26.226900] [INFO ] [sig       ] [957/3547] Completed DOGZ in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-04T20:34:26.226950] [INFO ] [sig       ] [958/3547] Forecasting DOLE...
[2025-12-04T20:34:26.226978] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-04T20:34:26.227006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-04T20:34:26.238363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-04T20:34:26.238669] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-04T20:34:26.239436] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-04T20:34:26.239485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:26.239516] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:26.239542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:26.239611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:26.296497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:26.297184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:26.297280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:26.297312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:26.415778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:26.415926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:26.415964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:26.415992] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:26.419302] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-04T20:34:26.419558] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-04T20:34:26.419691] [INFO ] [sig       ] DOLE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:26.559967] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DOLE.txt
[2025-12-04T20:34:26.560133] [INFO ] [sig       ] [958/3547] Completed DOLE in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:26.560172] [INFO ] [sig       ] [959/3547] Forecasting DOMO...
[2025-12-04T20:34:26.560202] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-04T20:34:26.560230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-04T20:34:26.571241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-04T20:34:26.571535] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-04T20:34:26.572352] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-04T20:34:26.572404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:26.572434] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:26.572463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:26.572518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:26.629874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:26.630466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:26.630541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:26.630591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:26.747886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:26.748041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:26.748078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:26.748104] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:26.751546] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-04T20:34:26.751871] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-04T20:34:26.752012] [INFO ] [sig       ] DOMO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:26.889204] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DOMO.txt
[2025-12-04T20:34:26.889324] [INFO ] [sig       ] [959/3547] Completed DOMO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:26.889360] [INFO ] [sig       ] [960/3547] Forecasting DOOO...
[2025-12-04T20:34:26.889388] [INFO ] [sig       ] Generating forecast for: DOOO
[2025-12-04T20:34:26.889417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'.
[2025-12-04T20:34:26.900094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOOO'.
[2025-12-04T20:34:26.900357] [INFO ] [FORECASTER] Starting predict_future for DOOO
[2025-12-04T20:34:26.901112] [DEBUG] [LOCAL     ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt
[2025-12-04T20:34:26.901160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:26.901190] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:26.901217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:26.901270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:26.956308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:26.956930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:26.957004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:26.957034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:27.076369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:27.076504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:27.076546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:27.076591] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:27.079948] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-12-04T20:34:27.080203] [INFO ] [FORECASTER] Completed predict_future for DOOO
[2025-12-04T20:34:27.080322] [INFO ] [sig       ] DOOO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:27.223957] [INFO ] [LOCAL     ] Saved forecast: DOOO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DOOO.txt
[2025-12-04T20:34:27.224105] [INFO ] [sig       ] [960/3547] Completed DOOO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:27.224143] [INFO ] [sig       ] [961/3547] Forecasting DORM...
[2025-12-04T20:34:27.224170] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-04T20:34:27.224200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-04T20:34:27.235700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-04T20:34:27.235999] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-04T20:34:27.236877] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-04T20:34:27.236929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:27.236961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:27.236988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:27.237044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:27.292950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:27.293602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:27.293679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:27.293709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:27.417037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:27.417183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:27.417242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:27.417273] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:27.420767] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-04T20:34:27.421041] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-04T20:34:27.421161] [INFO ] [sig       ] DORM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:27.565407] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DORM.txt
[2025-12-04T20:34:27.565546] [INFO ] [sig       ] [961/3547] Completed DORM in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:27.565600] [INFO ] [sig       ] [962/3547] Forecasting DOUG...
[2025-12-04T20:34:27.565630] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-04T20:34:27.565658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-04T20:34:27.578037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-04T20:34:27.578407] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-04T20:34:27.579416] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-04T20:34:27.579467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:27.579526] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:27.579554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:27.579625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:27.639265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:27.640141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:27.640223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:27.640254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:27.760924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:27.761082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:27.761122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:27.761152] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:27.764535] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-04T20:34:27.764832] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-04T20:34:27.764956] [INFO ] [sig       ] DOUG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:27.905109] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DOUG.txt
[2025-12-04T20:34:27.905253] [INFO ] [sig       ] [962/3547] Completed DOUG in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:27.905291] [INFO ] [sig       ] [963/3547] Forecasting DOX...
[2025-12-04T20:34:27.905320] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-04T20:34:27.905349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-04T20:34:27.917872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-04T20:34:27.918224] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-04T20:34:27.919114] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-04T20:34:27.919166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:27.919196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:27.919220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:27.919276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:27.977673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:27.978532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:27.978651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:27.978686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:28.101211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:28.101363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:28.101403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:28.101432] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:28.104851] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-12-04T20:34:28.105129] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-04T20:34:28.105269] [INFO ] [sig       ] DOX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:28.253955] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DOX.txt
[2025-12-04T20:34:28.254093] [INFO ] [sig       ] [963/3547] Completed DOX in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:28.254313] [INFO ] [sig       ] [964/3547] Forecasting DPG...
[2025-12-04T20:34:28.254342] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-04T20:34:28.254373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-04T20:34:28.266717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-04T20:34:28.267041] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-04T20:34:28.267819] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-04T20:34:28.267869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:28.267902] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:28.267930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:28.267983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:28.334196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:28.335100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:28.335185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:28.335218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:28.456062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:28.456216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:28.456255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:28.456282] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:28.459617] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=50.79%)
[2025-12-04T20:34:28.459876] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-04T20:34:28.459994] [INFO ] [sig       ] DPG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:28.598094] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DPG.txt
[2025-12-04T20:34:28.598246] [INFO ] [sig       ] [964/3547] Completed DPG in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:28.598304] [INFO ] [sig       ] [965/3547] Forecasting DPRO...
[2025-12-04T20:34:28.598334] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-04T20:34:28.598366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-04T20:34:28.609533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-04T20:34:28.609836] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-04T20:34:28.610624] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-04T20:34:28.610673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:28.610714] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:28.610740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:28.610793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:28.670074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:28.670772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:28.670853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:28.670885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:28.785652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:28.785801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:28.785853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:28.785912] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:28.789263] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-04T20:34:28.789518] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-04T20:34:28.789661] [INFO ] [sig       ] DPRO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:28.929085] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DPRO.txt
[2025-12-04T20:34:28.929215] [INFO ] [sig       ] [965/3547] Completed DPRO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:28.929251] [INFO ] [sig       ] [966/3547] Forecasting DPZ...
[2025-12-04T20:34:28.929278] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-04T20:34:28.929307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-04T20:34:28.940475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-04T20:34:28.940798] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-04T20:34:28.941543] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-04T20:34:28.941610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:28.941642] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:28.941667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:28.941721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:28.998054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:28.998942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:28.999035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:28.999067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:29.117841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:29.117999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:29.118037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:29.118063] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:29.121448] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-04T20:34:29.121763] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-04T20:34:29.121894] [INFO ] [sig       ] DPZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:29.261045] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DPZ.txt
[2025-12-04T20:34:29.261197] [INFO ] [sig       ] [966/3547] Completed DPZ in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:29.261236] [INFO ] [sig       ] [967/3547] Forecasting DQ...
[2025-12-04T20:34:29.261264] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-04T20:34:29.261295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-04T20:34:29.272658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-04T20:34:29.272954] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-04T20:34:29.273745] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-04T20:34:29.273795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:29.273826] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:29.273851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:29.273907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:29.330743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:29.331499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:29.331593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:29.331628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:29.454233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:29.454399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:29.454443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:29.454476] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:29.457876] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-12-04T20:34:29.458142] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-04T20:34:29.458259] [INFO ] [sig       ] DQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:29.598899] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DQ.txt
[2025-12-04T20:34:29.599055] [INFO ] [sig       ] [967/3547] Completed DQ in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:29.599100] [INFO ] [sig       ] [968/3547] Forecasting DRD...
[2025-12-04T20:34:29.599128] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-04T20:34:29.599157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-04T20:34:29.610554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-04T20:34:29.610875] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-04T20:34:29.611669] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-04T20:34:29.611720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:29.611749] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:29.611775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:29.611830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:29.667959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:29.668983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:29.669074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:29.669109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:29.787835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:29.787961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:29.787999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:29.788025] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:29.791326] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-12-04T20:34:29.791615] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-04T20:34:29.791735] [INFO ] [sig       ] DRD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:29.929136] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DRD.txt
[2025-12-04T20:34:29.929272] [INFO ] [sig       ] [968/3547] Completed DRD in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:29.929308] [INFO ] [sig       ] [969/3547] Forecasting DRH...
[2025-12-04T20:34:29.929335] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-04T20:34:29.929371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-04T20:34:29.940216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-04T20:34:29.940483] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-04T20:34:29.941247] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-04T20:34:29.941296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:29.941325] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:29.941349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:29.941402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:29.996187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:29.997045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:29.997124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:29.997154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:30.114841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:30.114993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:30.115032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:30.115059] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:30.118316] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-12-04T20:34:30.118589] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-04T20:34:30.118706] [INFO ] [sig       ] DRH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:30.260441] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DRH.txt
[2025-12-04T20:34:30.260632] [INFO ] [sig       ] [969/3547] Completed DRH in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:30.260676] [INFO ] [sig       ] [970/3547] Forecasting DRI...
[2025-12-04T20:34:30.260704] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-04T20:34:30.260732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-04T20:34:30.272693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-04T20:34:30.273023] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-04T20:34:30.273837] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-04T20:34:30.273888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:30.273917] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:30.273942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:30.273997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:30.331454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:30.332244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:30.332322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:30.332354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:30.461478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:30.461652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:30.461693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:30.461721] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:30.465231] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-04T20:34:30.465514] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-04T20:34:30.465661] [INFO ] [sig       ] DRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:30.609107] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DRI.txt
[2025-12-04T20:34:30.609274] [INFO ] [sig       ] [970/3547] Completed DRI in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:30.609313] [INFO ] [sig       ] [971/3547] Forecasting DRIO...
[2025-12-04T20:34:30.609341] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-04T20:34:30.609370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-04T20:34:30.621422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-04T20:34:30.621835] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-04T20:34:30.622630] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-04T20:34:30.622681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:30.622710] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:30.622735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:30.622788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:30.678822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:30.679672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:30.679756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:30.679787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:30.796773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:30.796929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:30.796968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:30.796994] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:30.800460] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-12-04T20:34:30.800749] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-04T20:34:30.800871] [INFO ] [sig       ] DRIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:30.943785] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DRIO.txt
[2025-12-04T20:34:30.943927] [INFO ] [sig       ] [971/3547] Completed DRIO in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:30.943971] [INFO ] [sig       ] [972/3547] Forecasting DRLL...
[2025-12-04T20:34:30.944005] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-04T20:34:30.944040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-04T20:34:30.955393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-04T20:34:30.955777] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-04T20:34:30.956528] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-04T20:34:30.956597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:30.956630] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:30.956656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:30.956710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:31.013408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:31.014252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:31.014366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:31.014399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:31.136070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:31.136224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:31.136262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:31.136289] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:31.139762] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2025-12-04T20:34:31.140068] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-04T20:34:31.140211] [INFO ] [sig       ] DRLL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:31.283852] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DRLL.txt
[2025-12-04T20:34:31.283997] [INFO ] [sig       ] [972/3547] Completed DRLL in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:31.284033] [INFO ] [sig       ] [973/3547] Forecasting DRMA...
[2025-12-04T20:34:31.284061] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-04T20:34:31.284098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-04T20:34:31.294726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-04T20:34:31.294989] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-04T20:34:31.295747] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-04T20:34:31.295797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:31.295826] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:31.295850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:31.295903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:31.353378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:31.354267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:31.354351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:31.354384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:31.469702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:31.469843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:31.469880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:31.469908] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:31.473206] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-04T20:34:31.473471] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-04T20:34:31.473609] [INFO ] [sig       ] DRMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:31.620457] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DRMA.txt
[2025-12-04T20:34:31.620643] [INFO ] [sig       ] [973/3547] Completed DRMA in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:31.620687] [INFO ] [sig       ] [974/3547] Forecasting DRS...
[2025-12-04T20:34:31.620716] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-04T20:34:31.620744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-04T20:34:31.632335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-04T20:34:31.632698] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-04T20:34:31.633448] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-04T20:34:31.633497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:31.633526] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:31.633552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:31.633623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:31.692193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:31.693060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:31.693146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:31.693179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:31.812333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:31.812498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:31.812539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:31.812566] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:31.816215] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-04T20:34:31.816473] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-04T20:34:31.816605] [INFO ] [sig       ] DRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:31.963095] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DRS.txt
[2025-12-04T20:34:31.963244] [INFO ] [sig       ] [974/3547] Completed DRS in 0.3s | 2.93 sym/s | Total: 5.5m | ETA: 14.7m
[2025-12-04T20:34:31.963280] [INFO ] [sig       ] [975/3547] Forecasting DRTS...
[2025-12-04T20:34:31.963308] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-04T20:34:31.963336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-04T20:34:31.973982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-04T20:34:31.974335] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-04T20:34:31.975127] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-04T20:34:31.975178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:31.975208] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:31.975235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:31.975290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:32.033005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:32.033867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:32.033960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:32.033999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:32.150975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:32.151130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:32.151172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:32.151200] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:32.154853] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-04T20:34:32.155198] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-04T20:34:32.155336] [INFO ] [sig       ] DRTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:32.301898] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DRTS.txt
[2025-12-04T20:34:32.302100] [INFO ] [sig       ] [975/3547] Completed DRTS in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:32.302164] [INFO ] [sig       ] [976/3547] Forecasting DRUG...
[2025-12-04T20:34:32.302203] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-04T20:34:32.302243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-04T20:34:32.314037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-04T20:34:32.314392] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-04T20:34:32.315220] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-04T20:34:32.315272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:32.315303] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:32.315329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:32.315385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:32.373023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:32.373883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:32.373964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:32.373996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:32.495379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:32.495539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:32.495603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:32.495632] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:32.499106] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-12-04T20:34:32.499406] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-04T20:34:32.499536] [INFO ] [sig       ] DRUG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:32.642060] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DRUG.txt
[2025-12-04T20:34:32.642202] [INFO ] [sig       ] [976/3547] Completed DRUG in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:32.642238] [INFO ] [sig       ] [977/3547] Forecasting DRVN...
[2025-12-04T20:34:32.642266] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-04T20:34:32.642295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-04T20:34:32.653722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-04T20:34:32.654036] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-04T20:34:32.654832] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-04T20:34:32.654883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:32.654914] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:32.654941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:32.655002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:32.713497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:32.714349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:32.714440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:32.714473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:32.834564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:32.834682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:32.834720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:32.834753] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:32.838014] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-04T20:34:32.838298] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-04T20:34:32.838423] [INFO ] [sig       ] DRVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:32.980559] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DRVN.txt
[2025-12-04T20:34:32.980744] [INFO ] [sig       ] [977/3547] Completed DRVN in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:32.980782] [INFO ] [sig       ] [978/3547] Forecasting DSGN...
[2025-12-04T20:34:32.980809] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-04T20:34:32.980838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-04T20:34:32.992311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-04T20:34:32.992668] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-04T20:34:32.993439] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-04T20:34:32.993503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:32.993535] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:32.993561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:32.993640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:33.049471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:33.050324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:33.050407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:33.050439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:33.169161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:33.169323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:33.169362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:33.169390] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:33.172936] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-04T20:34:33.173300] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-04T20:34:33.173436] [INFO ] [sig       ] DSGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:33.315270] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DSGN.txt
[2025-12-04T20:34:33.315433] [INFO ] [sig       ] [978/3547] Completed DSGN in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:33.315481] [INFO ] [sig       ] [979/3547] Forecasting DSGX...
[2025-12-04T20:34:33.315509] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-04T20:34:33.315539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-04T20:34:33.327395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-04T20:34:33.327770] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-04T20:34:33.328551] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-04T20:34:33.328623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:33.328688] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:33.328716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:33.328770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:33.385735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:33.386554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:33.386674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:33.386708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:33.503260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:33.503416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:33.503456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:33.503483] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:33.506766] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-12-04T20:34:33.507044] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-04T20:34:33.507163] [INFO ] [sig       ] DSGX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:33.645547] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DSGX.txt
[2025-12-04T20:34:33.645720] [INFO ] [sig       ] [979/3547] Completed DSGX in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:33.645759] [INFO ] [sig       ] [980/3547] Forecasting DSL...
[2025-12-04T20:34:33.645786] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-04T20:34:33.645816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-04T20:34:33.657375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-04T20:34:33.657670] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-04T20:34:33.658483] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-04T20:34:33.658532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:33.658561] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:33.658605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:33.658660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:33.715168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:33.716009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:33.716086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:33.716117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:33.838489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:33.838665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:33.838705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:33.838732] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:33.842114] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-04T20:34:33.842394] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-04T20:34:33.842519] [INFO ] [sig       ] DSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:33.988913] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DSL.txt
[2025-12-04T20:34:33.989086] [INFO ] [sig       ] [980/3547] Completed DSL in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:33.989125] [INFO ] [sig       ] [981/3547] Forecasting DSM...
[2025-12-04T20:34:33.989152] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-04T20:34:33.989182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-04T20:34:34.000937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-04T20:34:34.001245] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-04T20:34:34.002026] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-04T20:34:34.002076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:34.002107] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:34.002133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:34.002187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:34.058198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:34.058849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:34.058926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:34.058957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:34.174430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:34.174600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:34.174640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:34.174668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:34.177912] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-04T20:34:34.178169] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-04T20:34:34.178311] [INFO ] [sig       ] DSM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:34.314250] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DSM.txt
[2025-12-04T20:34:34.314396] [INFO ] [sig       ] [981/3547] Completed DSM in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:34.314440] [INFO ] [sig       ] [982/3547] Forecasting DSP...
[2025-12-04T20:34:34.314467] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-04T20:34:34.314496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-04T20:34:34.326493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-04T20:34:34.326896] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-04T20:34:34.327679] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-04T20:34:34.327729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:34.327758] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:34.327782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:34.327836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:34.383055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:34.383986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:34.384069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:34.384100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:34.506645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:34.506806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:34.506843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:34.506905] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:34.510241] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-12-04T20:34:34.510519] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-04T20:34:34.510663] [INFO ] [sig       ] DSP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:34.648677] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DSP.txt
[2025-12-04T20:34:34.648832] [INFO ] [sig       ] [982/3547] Completed DSP in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:34.648871] [INFO ] [sig       ] [983/3547] Forecasting DSX...
[2025-12-04T20:34:34.648898] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-04T20:34:34.648929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-04T20:34:34.660406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-04T20:34:34.660780] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-04T20:34:34.661519] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-04T20:34:34.661568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:34.661622] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:34.661648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:34.661702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:34.719390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:34.720217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:34.720296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:34.720328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:34.842540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:34.842748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:34.842798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:34.842836] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:34.846977] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-12-04T20:34:34.847310] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-04T20:34:34.847485] [INFO ] [sig       ] DSX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:35.004965] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DSX.txt
[2025-12-04T20:34:35.005120] [INFO ] [sig       ] [983/3547] Completed DSX in 0.4s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:35.005160] [INFO ] [sig       ] [984/3547] Forecasting DTB...
[2025-12-04T20:34:35.005189] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-04T20:34:35.005218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-04T20:34:35.017179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-04T20:34:35.017540] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-04T20:34:35.018361] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-04T20:34:35.018413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:35.018443] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:35.018467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:35.018522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:35.074743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:35.075540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:35.075637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:35.075669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:35.188109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:35.188255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:35.188322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:35.188351] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:35.191676] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=62.33%)
[2025-12-04T20:34:35.191937] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-04T20:34:35.192055] [INFO ] [sig       ] DTB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:35.329297] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DTB.txt
[2025-12-04T20:34:35.329456] [INFO ] [sig       ] [984/3547] Completed DTB in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:35.329503] [INFO ] [sig       ] [985/3547] Forecasting DTE...
[2025-12-04T20:34:35.329539] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-04T20:34:35.329591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-04T20:34:35.341454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-04T20:34:35.341773] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-04T20:34:35.342554] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-04T20:34:35.342626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:35.342658] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:35.342685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:35.342742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:35.401175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:35.401951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:35.402032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:35.402063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:35.523703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:35.523855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:35.523909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:35.523937] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:35.527183] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-04T20:34:35.527438] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-04T20:34:35.527555] [INFO ] [sig       ] DTE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:35.667758] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DTE.txt
[2025-12-04T20:34:35.667884] [INFO ] [sig       ] [985/3547] Completed DTE in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:35.667921] [INFO ] [sig       ] [986/3547] Forecasting DTG...
[2025-12-04T20:34:35.667947] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-04T20:34:35.667976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-04T20:34:35.679065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-04T20:34:35.679338] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-04T20:34:35.680102] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-04T20:34:35.680151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:35.680181] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:35.680206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:35.680259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:35.735900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:35.736533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:35.736627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:35.736661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:35.852341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:35.852489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:35.852527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:35.852554] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:35.855821] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-12-04T20:34:35.856079] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-04T20:34:35.856195] [INFO ] [sig       ] DTG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:35.992369] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DTG.txt
[2025-12-04T20:34:35.992517] [INFO ] [sig       ] [986/3547] Completed DTG in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:35.992567] [INFO ] [sig       ] [987/3547] Forecasting DTIL...
[2025-12-04T20:34:35.992627] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-04T20:34:35.992666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-04T20:34:36.004149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-04T20:34:36.004511] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-04T20:34:36.005290] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-04T20:34:36.005340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:36.005370] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:36.005394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:36.005447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:36.060838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:36.061599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:36.061694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:36.061725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:36.177328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:36.177481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:36.177524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:36.177554] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:36.180937] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-04T20:34:36.181244] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-04T20:34:36.181370] [INFO ] [sig       ] DTIL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:36.317367] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DTIL.txt
[2025-12-04T20:34:36.317502] [INFO ] [sig       ] [987/3547] Completed DTIL in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:36.317538] [INFO ] [sig       ] [988/3547] Forecasting DTM...
[2025-12-04T20:34:36.317565] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-04T20:34:36.317614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-04T20:34:36.329592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-04T20:34:36.329969] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-04T20:34:36.330787] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-04T20:34:36.330836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:36.330865] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:36.330889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:36.330943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:36.387113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:36.387994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:36.388076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:36.388111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:36.510235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:36.510385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:36.510423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:36.510450] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:36.513769] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-04T20:34:36.514057] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-04T20:34:36.514201] [INFO ] [sig       ] DTM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:36.652000] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DTM.txt
[2025-12-04T20:34:36.652128] [INFO ] [sig       ] [988/3547] Completed DTM in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:36.652165] [INFO ] [sig       ] [989/3547] Forecasting DTSS...
[2025-12-04T20:34:36.652192] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-04T20:34:36.652220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-04T20:34:36.664107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-04T20:34:36.664479] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-04T20:34:36.665349] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-04T20:34:36.665403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:36.665434] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:36.665475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:36.665532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:36.724793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:36.725698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:36.725818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:36.725859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:36.840093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:36.840272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:36.840315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:36.840342] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:36.843786] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2025-12-04T20:34:36.844062] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-04T20:34:36.844188] [INFO ] [sig       ] DTSS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:36.985415] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DTSS.txt
[2025-12-04T20:34:36.985598] [INFO ] [sig       ] [989/3547] Completed DTSS in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:36.985638] [INFO ] [sig       ] [990/3547] Forecasting DUK...
[2025-12-04T20:34:36.985666] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-04T20:34:36.985694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-04T20:34:36.998233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-04T20:34:36.998604] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-04T20:34:36.999516] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-04T20:34:36.999596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:36.999639] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:36.999669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:36.999734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:37.054479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:37.055076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:37.055150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:37.055180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:37.169028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:37.169126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:37.169159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:37.169185] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:37.172182] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-04T20:34:37.172433] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-04T20:34:37.172546] [INFO ] [sig       ] DUK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:37.308028] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DUK.txt
[2025-12-04T20:34:37.308134] [INFO ] [sig       ] [990/3547] Completed DUK in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.6m
[2025-12-04T20:34:37.308169] [INFO ] [sig       ] [991/3547] Forecasting DUKB...
[2025-12-04T20:34:37.308195] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-04T20:34:37.308222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-04T20:34:37.318639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-04T20:34:37.318901] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-04T20:34:37.319675] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-04T20:34:37.319724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:37.319753] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:37.319777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:37.319831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:37.374843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:37.375414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:37.375486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:37.375516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:37.490395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:37.490486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:37.490521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:37.490547] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:37.493505] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-12-04T20:34:37.493769] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-04T20:34:37.493882] [INFO ] [sig       ] DUKB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:37.628340] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DUKB.txt
[2025-12-04T20:34:37.628449] [INFO ] [sig       ] [991/3547] Completed DUKB in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.5m
[2025-12-04T20:34:37.628484] [INFO ] [sig       ] [992/3547] Forecasting DUOL...
[2025-12-04T20:34:37.628511] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-04T20:34:37.628538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-04T20:34:37.640180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-04T20:34:37.640464] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-04T20:34:37.641251] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-04T20:34:37.641302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:37.641333] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:37.641359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:37.641414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:37.696845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:37.697592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:37.697667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:37.697698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:37.816074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:37.816186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:37.816222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:37.816248] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:37.819529] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-04T20:34:37.819804] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-04T20:34:37.819918] [INFO ] [sig       ] DUOL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:37.962833] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DUOL.txt
[2025-12-04T20:34:37.963015] [INFO ] [sig       ] [992/3547] Completed DUOL in 0.3s | 2.93 sym/s | Total: 5.6m | ETA: 14.5m
[2025-12-04T20:34:37.963066] [INFO ] [sig       ] [993/3547] Forecasting DVA...
[2025-12-04T20:34:37.963110] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-04T20:34:37.963158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-04T20:34:37.974431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-04T20:34:37.974734] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-04T20:34:37.975493] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-04T20:34:37.975544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:37.975601] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:37.975636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:37.975694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:38.030921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:38.031783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:38.031862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:38.031893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:38.151751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:38.151903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:38.151943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:38.151971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:38.155393] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-12-04T20:34:38.155694] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-04T20:34:38.155820] [INFO ] [sig       ] DVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:38.297310] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DVA.txt
[2025-12-04T20:34:38.297460] [INFO ] [sig       ] [993/3547] Completed DVA in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:38.297498] [INFO ] [sig       ] [994/3547] Forecasting DVAX...
[2025-12-04T20:34:38.297527] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-04T20:34:38.297555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-04T20:34:38.309421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-04T20:34:38.309797] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-04T20:34:38.310615] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-04T20:34:38.310664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:38.310694] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:38.310719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:38.310773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:38.367079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:38.367942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:38.368020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:38.368057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:38.490252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:38.490403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:38.490442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:38.490468] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:38.493881] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-04T20:34:38.494146] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-04T20:34:38.494264] [INFO ] [sig       ] DVAX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:38.630973] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DVAX.txt
[2025-12-04T20:34:38.631127] [INFO ] [sig       ] [994/3547] Completed DVAX in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:38.631172] [INFO ] [sig       ] [995/3547] Forecasting DVN...
[2025-12-04T20:34:38.631205] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-04T20:34:38.631240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-04T20:34:38.643024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-04T20:34:38.643313] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-04T20:34:38.644087] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-04T20:34:38.644136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:38.644169] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:38.644196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:38.644251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:38.699276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:38.699867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:38.699940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:38.699970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:38.825589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:38.825747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:38.825787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:38.825814] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:38.829457] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-04T20:34:38.829756] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-04T20:34:38.829883] [INFO ] [sig       ] DVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:38.970274] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DVN.txt
[2025-12-04T20:34:38.970418] [INFO ] [sig       ] [995/3547] Completed DVN in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:38.970457] [INFO ] [sig       ] [996/3547] Forecasting DVY...
[2025-12-04T20:34:38.970486] [INFO ] [sig       ] Generating forecast for: DVY
[2025-12-04T20:34:38.970515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-12-04T20:34:38.982083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-12-04T20:34:38.982408] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-12-04T20:34:38.983218] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-12-04T20:34:38.983278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:38.983336] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:38.983363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:38.983417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:39.039301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:39.040092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:39.040173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:39.040204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:39.161009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:39.161167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:39.161206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:39.161234] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:39.164525] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-04T20:34:39.164802] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-12-04T20:34:39.164920] [INFO ] [sig       ] DVY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:39.301539] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DVY.txt
[2025-12-04T20:34:39.301686] [INFO ] [sig       ] [996/3547] Completed DVY in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:39.301723] [INFO ] [sig       ] [997/3547] Forecasting DWAS...
[2025-12-04T20:34:39.301751] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-04T20:34:39.301779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-04T20:34:39.312875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-04T20:34:39.313186] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-04T20:34:39.313997] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-04T20:34:39.314048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:39.314078] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:39.314102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:39.314160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:39.369743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:39.370569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:39.370669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:39.370699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:39.489028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:39.489197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:39.489244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:39.489276] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:39.492617] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-04T20:34:39.492888] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-04T20:34:39.493005] [INFO ] [sig       ] DWAS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:39.630933] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DWAS.txt
[2025-12-04T20:34:39.631062] [INFO ] [sig       ] [997/3547] Completed DWAS in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:39.631102] [INFO ] [sig       ] [998/3547] Forecasting DWSH...
[2025-12-04T20:34:39.631134] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-04T20:34:39.631168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-04T20:34:39.641602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-04T20:34:39.641854] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-04T20:34:39.642652] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-04T20:34:39.642701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:39.642731] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:39.642756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:39.642810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:39.699690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:39.700397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:39.700470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:39.700501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:39.811604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:39.811765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:39.811805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:39.811831] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:39.815273] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-04T20:34:39.815551] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-04T20:34:39.815693] [INFO ] [sig       ] DWSH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:39.954711] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DWSH.txt
[2025-12-04T20:34:39.954866] [INFO ] [sig       ] [998/3547] Completed DWSH in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:39.954903] [INFO ] [sig       ] [999/3547] Forecasting DX...
[2025-12-04T20:34:39.954930] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-04T20:34:39.954960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-04T20:34:39.966992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-04T20:34:39.967349] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-04T20:34:39.968116] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-04T20:34:39.968166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:39.968195] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:39.968220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:39.968293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:40.023089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:40.023896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:40.023975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:40.024007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:40.146247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:40.146473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:40.146519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:40.146628] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:40.150673] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2025-12-04T20:34:40.151048] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-04T20:34:40.151199] [INFO ] [sig       ] DX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:40.290807] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/DX.txt
[2025-12-04T20:34:40.290983] [INFO ] [sig       ] [999/3547] Completed DX in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:40.291022] [INFO ] [sig       ] [1000/3547] Forecasting DXCM...
[2025-12-04T20:34:40.291050] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-04T20:34:40.291080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-04T20:34:40.304042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-04T20:34:40.304420] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-04T20:34:40.305251] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-04T20:34:40.305301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:40.305332] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:40.305356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:40.305409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:40.360722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:40.361331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:40.361408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:40.361438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:40.480240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:40.480408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:40.480447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:40.480472] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:40.483790] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-04T20:34:40.484058] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-04T20:34:40.484201] [INFO ] [sig       ] DXCM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:40.622127] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DXCM.txt
[2025-12-04T20:34:40.622293] [INFO ] [sig       ] [1000/3547] Completed DXCM in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:40.622330] [INFO ] [sig       ] [1001/3547] Forecasting DYN...
[2025-12-04T20:34:40.622356] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-04T20:34:40.622385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-04T20:34:40.634244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-04T20:34:40.634623] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-04T20:34:40.635372] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-04T20:34:40.635422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:40.635452] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:40.635477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:40.635532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:40.692897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:40.693837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:40.693922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:40.693955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:40.815877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:40.816040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:40.816082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:40.816110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:40.820446] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-04T20:34:40.820923] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-04T20:34:40.821093] [INFO ] [sig       ] DYN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:40.956669] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/DYN.txt
[2025-12-04T20:34:40.956782] [INFO ] [sig       ] [1001/3547] Completed DYN in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:40.956818] [INFO ] [sig       ] [1002/3547] Forecasting EA...
[2025-12-04T20:34:40.956846] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-04T20:34:40.956874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-04T20:34:40.968079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-04T20:34:40.968413] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-04T20:34:40.969193] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-04T20:34:40.969254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:40.969285] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:40.969310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:40.969364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:41.024070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:41.024679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:41.024755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:41.024785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:41.146959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:41.147121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:41.147159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:41.147186] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:41.150503] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-04T20:34:41.150792] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-04T20:34:41.150918] [INFO ] [sig       ] EA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:41.286161] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EA.txt
[2025-12-04T20:34:41.286289] [INFO ] [sig       ] [1002/3547] Completed EA in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:41.286324] [INFO ] [sig       ] [1003/3547] Forecasting EAF...
[2025-12-04T20:34:41.286352] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-04T20:34:41.286381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-04T20:34:41.298093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-04T20:34:41.298435] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-04T20:34:41.299199] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-04T20:34:41.299248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:41.299278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:41.299304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:41.299358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:41.353760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:41.354366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:41.354440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:41.354470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:41.470050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:41.470181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:41.470222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:41.470250] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:41.473463] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-12-04T20:34:41.473737] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-04T20:34:41.473858] [INFO ] [sig       ] EAF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:41.611765] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EAF.txt
[2025-12-04T20:34:41.611900] [INFO ] [sig       ] [1003/3547] Completed EAF in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:41.611937] [INFO ] [sig       ] [1004/3547] Forecasting EAI...
[2025-12-04T20:34:41.611965] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-04T20:34:41.611993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-04T20:34:41.624195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-04T20:34:41.624802] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-04T20:34:41.625587] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-04T20:34:41.625638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:41.625668] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:41.625693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:41.625748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:41.681799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:41.682644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:41.682731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:41.682763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:41.796405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:41.796569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:41.796629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:41.796656] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:41.800100] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2025-12-04T20:34:41.800382] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-04T20:34:41.800512] [INFO ] [sig       ] EAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:41.938396] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EAI.txt
[2025-12-04T20:34:41.938532] [INFO ] [sig       ] [1004/3547] Completed EAI in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:41.938586] [INFO ] [sig       ] [1005/3547] Forecasting EARN...
[2025-12-04T20:34:41.938619] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-04T20:34:41.938650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-04T20:34:41.949253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-04T20:34:41.949520] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-04T20:34:41.950317] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-04T20:34:41.950369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:41.950398] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:41.950424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:41.950478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:42.007394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:42.008250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:42.008351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:42.008384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:42.131683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:42.131924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:42.131968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:42.131996] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:42.135960] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-12-04T20:34:42.136303] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-04T20:34:42.136448] [INFO ] [sig       ] EARN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:42.275938] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EARN.txt
[2025-12-04T20:34:42.276154] [INFO ] [sig       ] [1005/3547] Completed EARN in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:42.276204] [INFO ] [sig       ] [1006/3547] Forecasting EB...
[2025-12-04T20:34:42.276233] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-04T20:34:42.276264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-04T20:34:42.289405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-04T20:34:42.289948] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-04T20:34:42.290853] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-04T20:34:42.290906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:42.290937] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:42.290963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:42.291022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:42.346556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:42.347700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:42.347843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:42.347876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:42.479228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:42.479469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:42.479520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:42.479550] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:42.483553] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-04T20:34:42.483963] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-04T20:34:42.484126] [INFO ] [sig       ] EB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:42.634612] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EB.txt
[2025-12-04T20:34:42.634819] [INFO ] [sig       ] [1006/3547] Completed EB in 0.4s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:42.634865] [INFO ] [sig       ] [1007/3547] Forecasting EBAY...
[2025-12-04T20:34:42.634896] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-04T20:34:42.634929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-04T20:34:42.647899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-04T20:34:42.648395] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-04T20:34:42.649289] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-04T20:34:42.649344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:42.649379] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:42.649404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:42.649461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:42.708085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:42.709166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:42.709273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:42.709306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:42.833347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:42.833597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:42.833645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:42.833673] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:42.837554] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-04T20:34:42.837886] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-04T20:34:42.838047] [INFO ] [sig       ] EBAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:42.985768] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EBAY.txt
[2025-12-04T20:34:42.985948] [INFO ] [sig       ] [1007/3547] Completed EBAY in 0.4s | 2.93 sym/s | Total: 5.7m | ETA: 14.5m
[2025-12-04T20:34:42.985987] [INFO ] [sig       ] [1008/3547] Forecasting EBC...
[2025-12-04T20:34:42.986026] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-04T20:34:42.986059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-04T20:34:42.999598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-04T20:34:43.000113] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-04T20:34:43.001059] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-04T20:34:43.001112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:43.001145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:43.001172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:43.001229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:43.059774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:43.060711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:43.060808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:43.060841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:43.184785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:43.185021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:43.185066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:43.185094] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:43.188942] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-04T20:34:43.189312] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-04T20:34:43.189452] [INFO ] [sig       ] EBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:43.344547] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EBC.txt
[2025-12-04T20:34:43.344994] [INFO ] [sig       ] [1008/3547] Completed EBC in 0.4s | 2.93 sym/s | Total: 5.7m | ETA: 14.4m
[2025-12-04T20:34:43.345035] [INFO ] [sig       ] [1009/3547] Forecasting EBF...
[2025-12-04T20:34:43.345064] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-04T20:34:43.345096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-04T20:34:43.356927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-04T20:34:43.357218] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-04T20:34:43.357990] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-04T20:34:43.358039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:43.358069] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:43.358094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:43.358149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:43.414786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:43.415686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:43.415770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:43.415801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:43.535943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:43.536104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:43.536145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:43.536193] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:43.539631] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-04T20:34:43.539951] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-04T20:34:43.540095] [INFO ] [sig       ] EBF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:43.678605] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EBF.txt
[2025-12-04T20:34:43.678827] [INFO ] [sig       ] [1009/3547] Completed EBF in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.4m
[2025-12-04T20:34:43.678867] [INFO ] [sig       ] [1010/3547] Forecasting EBON...
[2025-12-04T20:34:43.678894] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-04T20:34:43.678924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-04T20:34:43.690684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-04T20:34:43.691059] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-04T20:34:43.691886] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-04T20:34:43.691937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:43.691969] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:43.691994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:43.692048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:43.748148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:43.748899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:43.748981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:43.749012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:43.852502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:43.852685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:43.852731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:43.852758] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:43.856154] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-12-04T20:34:43.856419] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-04T20:34:43.856540] [INFO ] [sig       ] EBON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:43.994822] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EBON.txt
[2025-12-04T20:34:43.994962] [INFO ] [sig       ] [1010/3547] Completed EBON in 0.3s | 2.93 sym/s | Total: 5.7m | ETA: 14.4m
[2025-12-04T20:34:43.995002] [INFO ] [sig       ] [1011/3547] Forecasting EBS...
[2025-12-04T20:34:43.995030] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-04T20:34:43.995060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-04T20:34:44.006413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-04T20:34:44.006756] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-04T20:34:44.007559] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-04T20:34:44.007626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:44.007659] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:44.007685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:44.007741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:44.064213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:44.064920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:44.065011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:44.065042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:44.185278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:44.185430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:44.185469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:44.185495] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:44.188794] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-04T20:34:44.189056] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-04T20:34:44.189178] [INFO ] [sig       ] EBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:44.326354] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EBS.txt
[2025-12-04T20:34:44.326484] [INFO ] [sig       ] [1011/3547] Completed EBS in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:44.326522] [INFO ] [sig       ] [1012/3547] Forecasting EC...
[2025-12-04T20:34:44.326550] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-04T20:34:44.326601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-04T20:34:44.337655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-04T20:34:44.337952] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-04T20:34:44.338745] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-04T20:34:44.338795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:44.338825] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:44.338850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:44.338903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:44.393288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:44.393910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:44.393985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:44.394014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:44.513452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:44.513600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:44.513638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:44.513665] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:44.516891] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-04T20:34:44.517144] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-04T20:34:44.517260] [INFO ] [sig       ] EC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:44.659362] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EC.txt
[2025-12-04T20:34:44.659497] [INFO ] [sig       ] [1012/3547] Completed EC in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:44.659534] [INFO ] [sig       ] [1013/3547] Forecasting ECC...
[2025-12-04T20:34:44.659561] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-04T20:34:44.659608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-04T20:34:44.670520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-04T20:34:44.670842] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-04T20:34:44.671606] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-04T20:34:44.671655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:44.671709] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:44.671747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:44.671806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:44.729759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:44.730365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:44.730442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:44.730472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:44.844337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:44.844481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:44.844519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:44.844545] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:44.847904] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-12-04T20:34:44.848163] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-04T20:34:44.848303] [INFO ] [sig       ] ECC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:44.984109] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ECC.txt
[2025-12-04T20:34:44.984240] [INFO ] [sig       ] [1013/3547] Completed ECC in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:44.984277] [INFO ] [sig       ] [1014/3547] Forecasting ECL...
[2025-12-04T20:34:44.984303] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-04T20:34:44.984332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-04T20:34:44.994777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-04T20:34:44.995039] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-04T20:34:44.995799] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-04T20:34:44.995847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:44.995877] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:44.995902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:44.995955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:45.050819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:45.051399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:45.051475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:45.051504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:45.166219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:45.166360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:45.166398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:45.166424] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:45.169772] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-04T20:34:45.170029] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-04T20:34:45.170148] [INFO ] [sig       ] ECL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:45.307327] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ECL.txt
[2025-12-04T20:34:45.307436] [INFO ] [sig       ] [1014/3547] Completed ECL in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:45.307471] [INFO ] [sig       ] [1015/3547] Forecasting ECPG...
[2025-12-04T20:34:45.307498] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-04T20:34:45.307526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-04T20:34:45.319429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-04T20:34:45.319759] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-04T20:34:45.320607] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-04T20:34:45.320659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:45.320689] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:45.320713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:45.320767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:45.375797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:45.376403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:45.376478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:45.376508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:45.491655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:45.491758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:45.491791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:45.491818] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:45.494876] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-04T20:34:45.495141] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-04T20:34:45.495258] [INFO ] [sig       ] ECPG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:45.632414] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ECPG.txt
[2025-12-04T20:34:45.632528] [INFO ] [sig       ] [1015/3547] Completed ECPG in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:45.632564] [INFO ] [sig       ] [1016/3547] Forecasting ECX...
[2025-12-04T20:34:45.632611] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-04T20:34:45.632642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-04T20:34:45.644714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-04T20:34:45.645028] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-04T20:34:45.645849] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-04T20:34:45.645903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:45.645934] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:45.645958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:45.646012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:45.701248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:45.702113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:45.702197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:45.702227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:45.821622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:45.821785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:45.821825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:45.821887] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:45.825342] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2025-12-04T20:34:45.825634] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-04T20:34:45.825758] [INFO ] [sig       ] ECX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:45.968812] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ECX.txt
[2025-12-04T20:34:45.968954] [INFO ] [sig       ] [1016/3547] Completed ECX in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:45.968992] [INFO ] [sig       ] [1017/3547] Forecasting ED...
[2025-12-04T20:34:45.969020] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-04T20:34:45.969056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-04T20:34:45.980711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-04T20:34:45.981017] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-04T20:34:45.981821] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-04T20:34:45.981871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:45.981902] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:45.981935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:45.981994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:46.042111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:46.042854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:46.042935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:46.042965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:46.166794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:46.166952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:46.166995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:46.167022] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:46.170676] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=58.13%)
[2025-12-04T20:34:46.170948] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-04T20:34:46.171071] [INFO ] [sig       ] ED: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:46.316243] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ED.txt
[2025-12-04T20:34:46.316463] [INFO ] [sig       ] [1017/3547] Completed ED in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:46.316505] [INFO ] [sig       ] [1018/3547] Forecasting EDAP...
[2025-12-04T20:34:46.316533] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-04T20:34:46.316565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-04T20:34:46.329820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-04T20:34:46.330229] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-04T20:34:46.331102] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-04T20:34:46.331155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:46.331185] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:46.331212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:46.331268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:46.392339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:46.393462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:46.393562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:46.393630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:46.515984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:46.516140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:46.516182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:46.516212] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:46.519671] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-04T20:34:46.519935] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-04T20:34:46.520055] [INFO ] [sig       ] EDAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:46.654624] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EDAP.txt
[2025-12-04T20:34:46.654754] [INFO ] [sig       ] [1018/3547] Completed EDAP in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:46.654791] [INFO ] [sig       ] [1019/3547] Forecasting EDBL...
[2025-12-04T20:34:46.654818] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-04T20:34:46.654848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-04T20:34:46.665922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-04T20:34:46.666194] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-04T20:34:46.666955] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-04T20:34:46.667003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:46.667033] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:46.667058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:46.667112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:46.723275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:46.723942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:46.724018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:46.724050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:46.845676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:46.845824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:46.845865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:46.845891] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:46.849226] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-04T20:34:46.849497] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-04T20:34:46.849635] [INFO ] [sig       ] EDBL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:46.985908] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EDBL.txt
[2025-12-04T20:34:46.986022] [INFO ] [sig       ] [1019/3547] Completed EDBL in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:46.986058] [INFO ] [sig       ] [1020/3547] Forecasting EDD...
[2025-12-04T20:34:46.986086] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-04T20:34:46.986114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-04T20:34:46.998786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-04T20:34:46.999068] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-04T20:34:46.999884] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-04T20:34:46.999934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:46.999966] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:46.999993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:47.000048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:47.057407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:47.058082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:47.058158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:47.058190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:47.179354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:47.179493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:47.179530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:47.179558] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:47.182831] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=26.13%)
[2025-12-04T20:34:47.183104] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-04T20:34:47.183219] [INFO ] [sig       ] EDD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:47.320418] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EDD.txt
[2025-12-04T20:34:47.320588] [INFO ] [sig       ] [1020/3547] Completed EDD in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:47.320629] [INFO ] [sig       ] [1021/3547] Forecasting EDF...
[2025-12-04T20:34:47.320657] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-04T20:34:47.320687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-04T20:34:47.332107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-04T20:34:47.332474] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-04T20:34:47.333258] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-04T20:34:47.333318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:47.333349] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:47.333376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:47.333432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:47.390458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:47.391318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:47.391396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:47.391427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:47.510564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:47.510733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:47.510773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:47.510800] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:47.514132] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-12-04T20:34:47.514398] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-04T20:34:47.514522] [INFO ] [sig       ] EDF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:47.655478] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EDF.txt
[2025-12-04T20:34:47.655640] [INFO ] [sig       ] [1021/3547] Completed EDF in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:47.655696] [INFO ] [sig       ] [1022/3547] Forecasting EDN...
[2025-12-04T20:34:47.655725] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-04T20:34:47.655753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-04T20:34:47.666291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-04T20:34:47.666566] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-04T20:34:47.667313] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-04T20:34:47.667365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:47.667394] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:47.667420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:47.667474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:47.723027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:47.723683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:47.723757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:47.723787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:47.841765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:47.841927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:47.841965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:47.841991] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:47.845269] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-04T20:34:47.845527] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-04T20:34:47.845660] [INFO ] [sig       ] EDN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:47.982671] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EDN.txt
[2025-12-04T20:34:47.982806] [INFO ] [sig       ] [1022/3547] Completed EDN in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:47.982843] [INFO ] [sig       ] [1023/3547] Forecasting EE...
[2025-12-04T20:34:47.982870] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-04T20:34:47.982898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-04T20:34:47.993839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-04T20:34:47.994131] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-04T20:34:47.994892] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-04T20:34:47.994940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:47.994970] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:47.994996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:47.995049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:48.054752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:48.055593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:48.055675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:48.055749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:48.172994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:48.173126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:48.173165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:48.173193] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:48.176498] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=49.16%)
[2025-12-04T20:34:48.176775] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-04T20:34:48.176907] [INFO ] [sig       ] EE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:48.313964] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EE.txt
[2025-12-04T20:34:48.314098] [INFO ] [sig       ] [1023/3547] Completed EE in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.4m
[2025-12-04T20:34:48.314135] [INFO ] [sig       ] [1024/3547] Forecasting EEMA...
[2025-12-04T20:34:48.314164] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-04T20:34:48.314192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-04T20:34:48.325463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-04T20:34:48.325784] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-04T20:34:48.326519] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-04T20:34:48.326569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:48.326622] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:48.326649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:48.326702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:48.387394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:48.388226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:48.388330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:48.388364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:48.509469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:48.509728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:48.509784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:48.509814] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:48.513784] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-12-04T20:34:48.514088] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-04T20:34:48.514229] [INFO ] [sig       ] EEMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:48.655870] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EEMA.txt
[2025-12-04T20:34:48.656062] [INFO ] [sig       ] [1024/3547] Completed EEMA in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.3m
[2025-12-04T20:34:48.656102] [INFO ] [sig       ] [1025/3547] Forecasting EEX...
[2025-12-04T20:34:48.656132] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-04T20:34:48.656165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-04T20:34:48.669993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-04T20:34:48.670526] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-04T20:34:48.671352] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-04T20:34:48.671403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:48.671433] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:48.671458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:48.671511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:48.727930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:48.728996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:48.729082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:48.729115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:48.846904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:48.847068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:48.847108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:48.847135] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:48.850468] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-12-04T20:34:48.850750] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-04T20:34:48.850869] [INFO ] [sig       ] EEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:48.987510] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EEX.txt
[2025-12-04T20:34:48.987668] [INFO ] [sig       ] [1025/3547] Completed EEX in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.3m
[2025-12-04T20:34:48.987708] [INFO ] [sig       ] [1026/3547] Forecasting EFC...
[2025-12-04T20:34:48.987737] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-04T20:34:48.987765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-04T20:34:48.999366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-04T20:34:48.999696] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-04T20:34:49.000443] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-04T20:34:49.000492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:49.000535] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:49.000562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:49.000638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:49.055800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:49.056475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:49.056552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:49.056601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:49.170652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:49.170814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:49.170856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:49.170882] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:49.174284] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-04T20:34:49.174552] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-04T20:34:49.174692] [INFO ] [sig       ] EFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:49.312336] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EFC.txt
[2025-12-04T20:34:49.312532] [INFO ] [sig       ] [1026/3547] Completed EFC in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.3m
[2025-12-04T20:34:49.312589] [INFO ] [sig       ] [1027/3547] Forecasting EFSC...
[2025-12-04T20:34:49.312622] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-04T20:34:49.312650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-04T20:34:49.323920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-04T20:34:49.324302] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-04T20:34:49.325095] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-04T20:34:49.325144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:49.325174] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:49.325200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:49.325254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:49.380246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:49.381091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:49.381171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:49.381203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:49.503825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:49.503987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:49.504027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:49.504055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:49.507550] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=42.47%)
[2025-12-04T20:34:49.507845] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-04T20:34:49.507980] [INFO ] [sig       ] EFSC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:49.651059] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EFSC.txt
[2025-12-04T20:34:49.651212] [INFO ] [sig       ] [1027/3547] Completed EFSC in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.3m
[2025-12-04T20:34:49.651250] [INFO ] [sig       ] [1028/3547] Forecasting EFX...
[2025-12-04T20:34:49.651281] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-04T20:34:49.651311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-04T20:34:49.662325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-04T20:34:49.662645] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-04T20:34:49.663403] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-04T20:34:49.663456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:49.663487] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:49.663514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:49.663570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:49.720052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:49.720752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:49.720828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:49.720858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:49.840642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:49.840801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:49.840838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:49.840865] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:49.844128] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=38.14%)
[2025-12-04T20:34:49.844426] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-04T20:34:49.844552] [INFO ] [sig       ] EFX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:49.984613] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EFX.txt
[2025-12-04T20:34:49.984743] [INFO ] [sig       ] [1028/3547] Completed EFX in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 14.3m
[2025-12-04T20:34:49.984779] [INFO ] [sig       ] [1029/3547] Forecasting EG...
[2025-12-04T20:34:49.984806] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-04T20:34:49.984835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-04T20:34:49.996703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-04T20:34:49.997124] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-04T20:34:49.998028] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-04T20:34:49.998082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:49.998114] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:49.998141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:49.998198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:50.053857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:50.054756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:50.054838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:50.054869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:50.175514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:50.175681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:50.175719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:50.175746] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:50.179043] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-04T20:34:50.179301] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-04T20:34:50.179420] [INFO ] [sig       ] EG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:50.314589] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EG.txt
[2025-12-04T20:34:50.314737] [INFO ] [sig       ] [1029/3547] Completed EG in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:50.314775] [INFO ] [sig       ] [1030/3547] Forecasting EGAN...
[2025-12-04T20:34:50.314808] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-04T20:34:50.314837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-04T20:34:50.325654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-04T20:34:50.325997] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-04T20:34:50.326784] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-04T20:34:50.326833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:50.326890] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:50.326916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:50.326970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:50.383112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:50.383936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:50.384017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:50.384049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:50.505958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:50.506113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:50.506152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:50.506180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:50.509624] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=29.65%)
[2025-12-04T20:34:50.509894] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-04T20:34:50.510018] [INFO ] [sig       ] EGAN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:50.655914] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EGAN.txt
[2025-12-04T20:34:50.656139] [INFO ] [sig       ] [1030/3547] Completed EGAN in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:50.656182] [INFO ] [sig       ] [1031/3547] Forecasting EGBN...
[2025-12-04T20:34:50.656211] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-04T20:34:50.656241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-04T20:34:50.668981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-04T20:34:50.669507] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-04T20:34:50.670419] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-04T20:34:50.670471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:50.670504] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:50.670529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:50.670613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:50.728108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:50.729150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:50.729243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:50.729275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:50.850885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:50.851133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:50.851195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:50.851238] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:50.855466] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-12-04T20:34:50.855805] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-04T20:34:50.855951] [INFO ] [sig       ] EGBN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:51.002486] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EGBN.txt
[2025-12-04T20:34:51.002700] [INFO ] [sig       ] [1031/3547] Completed EGBN in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:51.002745] [INFO ] [sig       ] [1032/3547] Forecasting EGP...
[2025-12-04T20:34:51.002776] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-04T20:34:51.002806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-04T20:34:51.016958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-04T20:34:51.017510] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-04T20:34:51.018473] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-04T20:34:51.018527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:51.018562] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:51.018636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:51.018701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:51.076726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:51.077831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:51.077931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:51.077965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:51.198920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:51.199143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:51.199188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:51.199218] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:51.203099] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=57.59%)
[2025-12-04T20:34:51.203425] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-04T20:34:51.203567] [INFO ] [sig       ] EGP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:51.341899] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EGP.txt
[2025-12-04T20:34:51.342124] [INFO ] [sig       ] [1032/3547] Completed EGP in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:51.342166] [INFO ] [sig       ] [1033/3547] Forecasting EGY...
[2025-12-04T20:34:51.342193] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-04T20:34:51.342224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-04T20:34:51.355942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-04T20:34:51.356353] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-04T20:34:51.357182] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-04T20:34:51.357234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:51.357265] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:51.357291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:51.357358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:51.415718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:51.416403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:51.416497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:51.416533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:51.533184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:51.533410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:51.533457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:51.533555] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:51.537478] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-04T20:34:51.537807] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-04T20:34:51.537949] [INFO ] [sig       ] EGY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:51.675767] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EGY.txt
[2025-12-04T20:34:51.675939] [INFO ] [sig       ] [1033/3547] Completed EGY in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:51.675979] [INFO ] [sig       ] [1034/3547] Forecasting EH...
[2025-12-04T20:34:51.676007] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-04T20:34:51.676038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-04T20:34:51.689534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-04T20:34:51.690000] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-04T20:34:51.690951] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-04T20:34:51.691004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:51.691036] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:51.691062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:51.691119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:51.749312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:51.750448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:51.750550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:51.750604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:51.879181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:51.879397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:51.879444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:51.879473] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:51.883225] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=78.33%)
[2025-12-04T20:34:51.883523] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-04T20:34:51.883673] [INFO ] [sig       ] EH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:52.032199] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EH.txt
[2025-12-04T20:34:52.032418] [INFO ] [sig       ] [1034/3547] Completed EH in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:52.032460] [INFO ] [sig       ] [1035/3547] Forecasting EHAB...
[2025-12-04T20:34:52.032489] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-04T20:34:52.032522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-04T20:34:52.045902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-04T20:34:52.046393] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-04T20:34:52.047362] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-04T20:34:52.047415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:52.047447] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:52.047472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:52.047532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:52.108023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:52.109148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:52.109251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:52.109311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:52.235008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:52.235159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:52.235198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:52.235225] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:52.238566] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=82.46%)
[2025-12-04T20:34:52.238857] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-04T20:34:52.238984] [INFO ] [sig       ] EHAB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:52.374218] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EHAB.txt
[2025-12-04T20:34:52.374369] [INFO ] [sig       ] [1035/3547] Completed EHAB in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:52.374409] [INFO ] [sig       ] [1036/3547] Forecasting EHC...
[2025-12-04T20:34:52.374438] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-04T20:34:52.374469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-04T20:34:52.386857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-04T20:34:52.387275] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-04T20:34:52.388148] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-04T20:34:52.388207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:52.388240] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:52.388267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:52.388353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:52.447281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:52.448250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:52.448369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:52.448403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:52.570514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:52.570704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:52.570744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:52.570778] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:52.574429] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-12-04T20:34:52.574808] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-04T20:34:52.574943] [INFO ] [sig       ] EHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:52.719298] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EHC.txt
[2025-12-04T20:34:52.719506] [INFO ] [sig       ] [1036/3547] Completed EHC in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:52.719548] [INFO ] [sig       ] [1037/3547] Forecasting EHI...
[2025-12-04T20:34:52.719652] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-04T20:34:52.719688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-04T20:34:52.732688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-04T20:34:52.733134] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-04T20:34:52.733972] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-04T20:34:52.734023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:52.734053] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:52.734077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:52.734150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:52.790454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:52.791424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:52.791513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:52.791543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:52.908719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:52.908882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:52.908924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:52.908954] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:52.912284] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=60.82%)
[2025-12-04T20:34:52.912553] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-04T20:34:52.912694] [INFO ] [sig       ] EHI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:53.048107] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EHI.txt
[2025-12-04T20:34:53.048238] [INFO ] [sig       ] [1037/3547] Completed EHI in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:53.048284] [INFO ] [sig       ] [1038/3547] Forecasting EHTH...
[2025-12-04T20:34:53.048313] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-04T20:34:53.048341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-04T20:34:53.061553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-04T20:34:53.062048] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-04T20:34:53.063039] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-04T20:34:53.063090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:53.063148] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:53.063179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:53.063254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:53.122638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:53.123785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:53.123887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:53.123918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:53.243612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:53.243855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:53.243900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:53.243928] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:53.247722] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-04T20:34:53.248016] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-04T20:34:53.248155] [INFO ] [sig       ] EHTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:53.393447] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EHTH.txt
[2025-12-04T20:34:53.393685] [INFO ] [sig       ] [1038/3547] Completed EHTH in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:53.393728] [INFO ] [sig       ] [1039/3547] Forecasting EIC...
[2025-12-04T20:34:53.393755] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-04T20:34:53.393786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-04T20:34:53.407217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-04T20:34:53.407677] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-04T20:34:53.408601] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-04T20:34:53.408652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:53.408682] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:53.408706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:53.408761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:53.464516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:53.465538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:53.465648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:53.465680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:53.584991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:53.585213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:53.585258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:53.585286] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:53.589116] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-04T20:34:53.589424] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-04T20:34:53.589559] [INFO ] [sig       ] EIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:53.729072] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EIC.txt
[2025-12-04T20:34:53.729274] [INFO ] [sig       ] [1039/3547] Completed EIC in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:53.729315] [INFO ] [sig       ] [1040/3547] Forecasting EIG...
[2025-12-04T20:34:53.729344] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-04T20:34:53.729374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-04T20:34:53.742459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-04T20:34:53.742992] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-04T20:34:53.743952] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-04T20:34:53.744003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:53.744033] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:53.744059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:53.744118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:53.810122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:53.811275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:53.811418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:53.811452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:53.932335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:53.932599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:53.932655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:53.932685] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:53.936538] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-04T20:34:53.936862] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-04T20:34:53.937004] [INFO ] [sig       ] EIG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:54.075887] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EIG.txt
[2025-12-04T20:34:54.076100] [INFO ] [sig       ] [1040/3547] Completed EIG in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:54.076142] [INFO ] [sig       ] [1041/3547] Forecasting EIX...
[2025-12-04T20:34:54.076171] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-04T20:34:54.076202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-04T20:34:54.089557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-04T20:34:54.090033] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-04T20:34:54.090879] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-04T20:34:54.090931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:54.090963] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:54.090989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:54.091046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:54.147934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:54.148950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:54.149040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:54.149078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:54.265515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:54.265686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:54.265725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:54.265752] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:54.269127] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-04T20:34:54.269437] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-04T20:34:54.269601] [INFO ] [sig       ] EIX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:54.409769] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EIX.txt
[2025-12-04T20:34:54.409920] [INFO ] [sig       ] [1041/3547] Completed EIX in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.3m
[2025-12-04T20:34:54.409956] [INFO ] [sig       ] [1042/3547] Forecasting EKSO...
[2025-12-04T20:34:54.409984] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-04T20:34:54.410012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-04T20:34:54.421006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-04T20:34:54.421308] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-04T20:34:54.422085] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-04T20:34:54.422135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:54.422165] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:54.422190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:54.422243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:54.478191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:54.479495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:54.479631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:54.479666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:54.599229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:54.599450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:54.599496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:54.599525] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:54.603347] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-12-04T20:34:54.603661] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-04T20:34:54.603795] [INFO ] [sig       ] EKSO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:54.747638] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EKSO.txt
[2025-12-04T20:34:54.747826] [INFO ] [sig       ] [1042/3547] Completed EKSO in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.2m
[2025-12-04T20:34:54.747867] [INFO ] [sig       ] [1043/3547] Forecasting EL...
[2025-12-04T20:34:54.747894] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-04T20:34:54.747925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-04T20:34:54.760317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-04T20:34:54.760741] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-04T20:34:54.761692] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-04T20:34:54.761742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:54.761773] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:54.761798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:54.761854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:54.818348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:54.819334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:54.819426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:54.819460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:54.943238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:54.943465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:54.943511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:54.943539] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:54.947292] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-12-04T20:34:54.947608] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-04T20:34:54.947739] [INFO ] [sig       ] EL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:55.095227] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EL.txt
[2025-12-04T20:34:55.095477] [INFO ] [sig       ] [1043/3547] Completed EL in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.2m
[2025-12-04T20:34:55.095522] [INFO ] [sig       ] [1044/3547] Forecasting ELAB...
[2025-12-04T20:34:55.095553] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-04T20:34:55.095616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-04T20:34:55.109084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-04T20:34:55.109521] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-04T20:34:55.110421] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-04T20:34:55.110471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:55.110501] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:55.110526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:55.110603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:55.169040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:55.169865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:55.169958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:55.169990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:55.289485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:55.289726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:55.289771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:55.289799] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:55.293543] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-04T20:34:55.293880] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-04T20:34:55.294015] [INFO ] [sig       ] ELAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:55.440419] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ELAB.txt
[2025-12-04T20:34:55.440676] [INFO ] [sig       ] [1044/3547] Completed ELAB in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 14.2m
[2025-12-04T20:34:55.440721] [INFO ] [sig       ] [1045/3547] Forecasting ELAN...
[2025-12-04T20:34:55.440750] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-04T20:34:55.440784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-04T20:34:55.454473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-04T20:34:55.455073] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-04T20:34:55.456100] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-04T20:34:55.456154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:55.456186] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:55.456213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:55.456271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:55.514982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:55.516042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:55.516137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:55.516170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:55.644496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:55.644761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:55.644806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:55.644833] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:55.648588] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=61.25%)
[2025-12-04T20:34:55.648885] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-04T20:34:55.649021] [INFO ] [sig       ] ELAN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:55.806612] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ELAN.txt
[2025-12-04T20:34:55.806825] [INFO ] [sig       ] [1045/3547] Completed ELAN in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 14.2m
[2025-12-04T20:34:55.806866] [INFO ] [sig       ] [1046/3547] Forecasting ELC...
[2025-12-04T20:34:55.806896] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-04T20:34:55.806928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-04T20:34:55.819554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-04T20:34:55.819982] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-04T20:34:55.820844] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-04T20:34:55.820896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:55.820929] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:55.820955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:55.821012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:55.877518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:55.878898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:55.879028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:55.879069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:55.995530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:55.995809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:55.995855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:55.995884] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:55.999648] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-12-04T20:34:55.999938] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-04T20:34:56.000064] [INFO ] [sig       ] ELC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:56.221113] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ELC.txt
[2025-12-04T20:34:56.221311] [INFO ] [sig       ] [1046/3547] Completed ELC in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:56.221351] [INFO ] [sig       ] [1047/3547] Forecasting ELDN...
[2025-12-04T20:34:56.221379] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-04T20:34:56.221410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-04T20:34:56.234569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-04T20:34:56.235071] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-04T20:34:56.235984] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-04T20:34:56.236036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:56.236105] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:56.236134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:56.236194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:56.292069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:56.293101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:56.293195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:56.293227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:56.410230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:56.410462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:56.410505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:56.410532] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:56.414172] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-04T20:34:56.414461] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-04T20:34:56.414605] [INFO ] [sig       ] ELDN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:56.555390] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ELDN.txt
[2025-12-04T20:34:56.555646] [INFO ] [sig       ] [1047/3547] Completed ELDN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:56.555695] [INFO ] [sig       ] [1048/3547] Forecasting ELF...
[2025-12-04T20:34:56.555731] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-04T20:34:56.555774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-04T20:34:56.569896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-04T20:34:56.570414] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-04T20:34:56.571408] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-04T20:34:56.571461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:56.571491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:56.571515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:56.571595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:56.629557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:56.630783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:56.630883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:56.630915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:56.753439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:56.753676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:56.753720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:56.753749] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:56.757424] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-12-04T20:34:56.757743] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-04T20:34:56.757874] [INFO ] [sig       ] ELF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:56.899504] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ELF.txt
[2025-12-04T20:34:56.899723] [INFO ] [sig       ] [1048/3547] Completed ELF in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:56.899776] [INFO ] [sig       ] [1049/3547] Forecasting ELME...
[2025-12-04T20:34:56.899821] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-04T20:34:56.899871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-04T20:34:56.913358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-04T20:34:56.913891] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-04T20:34:56.914807] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-04T20:34:56.914860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:56.914892] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:56.914919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:56.914974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:56.973930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:56.974912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:56.975000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:56.975031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:57.099625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:57.099854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:57.099899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:57.099927] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:57.103932] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-04T20:34:57.104247] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-04T20:34:57.104382] [INFO ] [sig       ] ELME: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:57.249327] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ELME.txt
[2025-12-04T20:34:57.249543] [INFO ] [sig       ] [1049/3547] Completed ELME in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:57.249606] [INFO ] [sig       ] [1050/3547] Forecasting ELS...
[2025-12-04T20:34:57.249637] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-04T20:34:57.249670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-04T20:34:57.262647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-04T20:34:57.262987] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-04T20:34:57.263809] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-04T20:34:57.263859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:57.263901] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:57.263927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:57.263982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:57.321624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:57.322242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:57.322319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:57.322350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:57.439625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:57.439789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:57.439828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:57.439900] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:57.443326] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-12-04T20:34:57.443609] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-04T20:34:57.443733] [INFO ] [sig       ] ELS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:57.579471] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ELS.txt
[2025-12-04T20:34:57.579614] [INFO ] [sig       ] [1050/3547] Completed ELS in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:57.579660] [INFO ] [sig       ] [1051/3547] Forecasting ELTX...
[2025-12-04T20:34:57.579701] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-04T20:34:57.579732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-04T20:34:57.591021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-04T20:34:57.591322] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-04T20:34:57.592112] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-04T20:34:57.592161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:57.592191] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:57.592215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:57.592268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:57.646838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:57.647430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:57.647504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:57.647534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:57.763988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:57.764143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:57.764186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:57.764214] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:57.767557] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=32.94%)
[2025-12-04T20:34:57.767833] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-04T20:34:57.767950] [INFO ] [sig       ] ELTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:57.916540] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ELTX.txt
[2025-12-04T20:34:57.916722] [INFO ] [sig       ] [1051/3547] Completed ELTX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:57.916790] [INFO ] [sig       ] [1052/3547] Forecasting ELVA...
[2025-12-04T20:34:57.916823] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-04T20:34:57.916853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-04T20:34:57.928418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-04T20:34:57.928824] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-04T20:34:57.929603] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-04T20:34:57.929654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:57.929684] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:57.929710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:57.929764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:57.985945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:57.986699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:57.986776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:57.986809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:58.104483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:58.104724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:58.104770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:58.104798] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:58.108736] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-04T20:34:58.109086] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-04T20:34:58.109231] [INFO ] [sig       ] ELVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:58.247650] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ELVA.txt
[2025-12-04T20:34:58.247851] [INFO ] [sig       ] [1052/3547] Completed ELVA in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:58.247891] [INFO ] [sig       ] [1053/3547] Forecasting ELVN...
[2025-12-04T20:34:58.247920] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-04T20:34:58.247953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-04T20:34:58.260523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-04T20:34:58.260965] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-04T20:34:58.261863] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-04T20:34:58.261912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:58.261942] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:58.261967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:58.262022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:58.320358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:58.321438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:58.321534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:58.321566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:58.440612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:58.440836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:58.440880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:58.440908] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:58.444748] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-04T20:34:58.445060] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-04T20:34:58.445192] [INFO ] [sig       ] ELVN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:58.587438] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ELVN.txt
[2025-12-04T20:34:58.587602] [INFO ] [sig       ] [1053/3547] Completed ELVN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:58.587647] [INFO ] [sig       ] [1054/3547] Forecasting ELWS...
[2025-12-04T20:34:58.587676] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-04T20:34:58.587705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-04T20:34:58.598682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-04T20:34:58.598956] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-04T20:34:58.599794] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-04T20:34:58.599844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:58.599874] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:58.599900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:58.599959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:58.655748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:58.656523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:58.656623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:58.656656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:58.766666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:58.766825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:58.766864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:58.766892] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:58.770257] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-12-04T20:34:58.770516] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-04T20:34:58.770651] [INFO ] [sig       ] ELWS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:58.910170] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ELWS.txt
[2025-12-04T20:34:58.910305] [INFO ] [sig       ] [1054/3547] Completed ELWS in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:58.910343] [INFO ] [sig       ] [1055/3547] Forecasting EM...
[2025-12-04T20:34:58.910370] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-04T20:34:58.910398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-04T20:34:58.922007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-04T20:34:58.922326] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-04T20:34:58.923105] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-04T20:34:58.923155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:58.923184] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:58.923209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:58.923263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:58.979630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:58.980320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:58.980404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:58.980437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:59.096097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:59.096260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:59.096301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:59.096330] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:59.099749] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-04T20:34:59.100019] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-04T20:34:59.100156] [INFO ] [sig       ] EM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:59.241494] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EM.txt
[2025-12-04T20:34:59.241678] [INFO ] [sig       ] [1055/3547] Completed EM in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:59.241727] [INFO ] [sig       ] [1056/3547] Forecasting EMBC...
[2025-12-04T20:34:59.241758] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-04T20:34:59.241789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-04T20:34:59.253703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-04T20:34:59.254065] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-04T20:34:59.254876] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-04T20:34:59.254929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:59.254961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:59.254990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:59.255050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:59.313025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:59.313810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:59.313891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:59.313924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:59.434477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:59.434636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:59.434676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:59.434704] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:59.438039] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-04T20:34:59.438322] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-04T20:34:59.438468] [INFO ] [sig       ] EMBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:34:59.578348] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EMBC.txt
[2025-12-04T20:34:59.578472] [INFO ] [sig       ] [1056/3547] Completed EMBC in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:59.578507] [INFO ] [sig       ] [1057/3547] Forecasting EMD...
[2025-12-04T20:34:59.578534] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-04T20:34:59.578563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-04T20:34:59.589503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-04T20:34:59.589831] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-04T20:34:59.590564] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-04T20:34:59.590631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:59.590664] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:59.590692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:59.590746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:59.648894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:59.649555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:59.649681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:59.649717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:34:59.773124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:34:59.773266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:34:59.773303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:34:59.773347] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:34:59.776616] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=80.35%)
[2025-12-04T20:34:59.776881] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-04T20:34:59.776998] [INFO ] [sig       ] EMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:34:59.919420] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EMD.txt
[2025-12-04T20:34:59.919593] [INFO ] [sig       ] [1057/3547] Completed EMD in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:34:59.919632] [INFO ] [sig       ] [1058/3547] Forecasting EMF...
[2025-12-04T20:34:59.919669] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-04T20:34:59.919698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-04T20:34:59.933626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-04T20:34:59.934135] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-04T20:34:59.935141] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-04T20:34:59.935195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:34:59.935228] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:34:59.935254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:34:59.935311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:34:59.993514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:34:59.994674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:34:59.994787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:34:59.994842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:00.114787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:00.115025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:00.115070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:00.115099] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:00.119012] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2025-12-04T20:35:00.119353] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-04T20:35:00.119504] [INFO ] [sig       ] EMF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:00.263893] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EMF.txt
[2025-12-04T20:35:00.264102] [INFO ] [sig       ] [1058/3547] Completed EMF in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:35:00.264146] [INFO ] [sig       ] [1059/3547] Forecasting EML...
[2025-12-04T20:35:00.264184] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-04T20:35:00.264243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-04T20:35:00.277340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-04T20:35:00.277815] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-04T20:35:00.278668] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-04T20:35:00.278718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:00.278749] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:00.278773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:00.278827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:00.334068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:00.334964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:00.335048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:00.335097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:00.436798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:00.436958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:00.436998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:00.437025] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:00.440436] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-04T20:35:00.440779] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-04T20:35:00.440906] [INFO ] [sig       ] EML: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:00.586487] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EML.txt
[2025-12-04T20:35:00.587173] [INFO ] [sig       ] [1059/3547] Completed EML in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.2m
[2025-12-04T20:35:00.587216] [INFO ] [sig       ] [1060/3547] Forecasting EMN...
[2025-12-04T20:35:00.587244] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-04T20:35:00.587273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-04T20:35:00.599237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-04T20:35:00.599619] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-04T20:35:00.600376] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-04T20:35:00.600426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:00.600455] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:00.600480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:00.600533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:00.659919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:00.660879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:00.660957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:00.660989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:00.779954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:00.780093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:00.780131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:00.780158] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:00.783375] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-04T20:35:00.783650] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-04T20:35:00.783767] [INFO ] [sig       ] EMN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:00.921119] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EMN.txt
[2025-12-04T20:35:00.921284] [INFO ] [sig       ] [1060/3547] Completed EMN in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.1m
[2025-12-04T20:35:00.921321] [INFO ] [sig       ] [1061/3547] Forecasting EMO...
[2025-12-04T20:35:00.921348] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-04T20:35:00.921376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-04T20:35:00.933973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-04T20:35:00.934334] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-04T20:35:00.935144] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-04T20:35:00.935195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:00.935227] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:00.935269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:00.935339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:00.992963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:00.993683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:00.993770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:00.993814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:01.122031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:01.122266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:01.122311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:01.122341] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:01.126092] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-04T20:35:01.126411] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-04T20:35:01.126551] [INFO ] [sig       ] EMO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:01.267051] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EMO.txt
[2025-12-04T20:35:01.267225] [INFO ] [sig       ] [1061/3547] Completed EMO in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 14.1m
[2025-12-04T20:35:01.267265] [INFO ] [sig       ] [1062/3547] Forecasting EMXC...
[2025-12-04T20:35:01.267293] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-04T20:35:01.267322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-04T20:35:01.282403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-04T20:35:01.282944] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-04T20:35:01.284078] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-04T20:35:01.284145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:01.284190] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:01.284227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:01.284307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:01.357171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:01.358228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:01.358367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:01.358411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:01.478695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:01.478853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:01.478892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:01.478920] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:01.482286] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-04T20:35:01.482590] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-04T20:35:01.482719] [INFO ] [sig       ] EMXC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:01.635855] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EMXC.txt
[2025-12-04T20:35:01.636016] [INFO ] [sig       ] [1062/3547] Completed EMXC in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.1m
[2025-12-04T20:35:01.636054] [INFO ] [sig       ] [1063/3547] Forecasting ENB...
[2025-12-04T20:35:01.636081] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-04T20:35:01.636110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-04T20:35:01.647193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-04T20:35:01.647526] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-04T20:35:01.648351] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-04T20:35:01.648400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:01.648430] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:01.648455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:01.648508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:01.704319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:01.705205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:01.705285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:01.705317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:01.839035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:01.839223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:01.839270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:01.839300] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:01.842845] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-04T20:35:01.843163] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-04T20:35:01.843295] [INFO ] [sig       ] ENB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:01.996023] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENB.txt
[2025-12-04T20:35:01.996179] [INFO ] [sig       ] [1063/3547] Completed ENB in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 14.1m
[2025-12-04T20:35:01.996217] [INFO ] [sig       ] [1064/3547] Forecasting ENGN...
[2025-12-04T20:35:01.996245] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-04T20:35:01.996273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-04T20:35:02.009334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-04T20:35:02.009823] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-04T20:35:02.010797] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-04T20:35:02.010860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:02.010934] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:02.010967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:02.011044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:02.072819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:02.073745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:02.073831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:02.073863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:02.199147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:02.199306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:02.199344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:02.199372] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:02.203276] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=42.36%)
[2025-12-04T20:35:02.203601] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-04T20:35:02.203746] [INFO ] [sig       ] ENGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:02.357823] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENGN.txt
[2025-12-04T20:35:02.357988] [INFO ] [sig       ] [1064/3547] Completed ENGN in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:02.358026] [INFO ] [sig       ] [1065/3547] Forecasting ENPH...
[2025-12-04T20:35:02.358054] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-04T20:35:02.358089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-04T20:35:02.371637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-04T20:35:02.372056] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-04T20:35:02.372899] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-04T20:35:02.372953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:02.372985] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:02.373012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:02.373067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:02.429395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:02.430234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:02.430320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:02.430351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:02.547513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:02.547680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:02.547723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:02.547752] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:02.551128] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-04T20:35:02.551395] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-04T20:35:02.551518] [INFO ] [sig       ] ENPH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:02.689106] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENPH.txt
[2025-12-04T20:35:02.689232] [INFO ] [sig       ] [1065/3547] Completed ENPH in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:02.689269] [INFO ] [sig       ] [1066/3547] Forecasting ENS...
[2025-12-04T20:35:02.689296] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-04T20:35:02.689324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-04T20:35:02.702162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-04T20:35:02.702475] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-04T20:35:02.703285] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-04T20:35:02.703336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:02.703366] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:02.703391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:02.703445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:02.758483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:02.759096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:02.759172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:02.759202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:02.876104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:02.876251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:02.876290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:02.876317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:02.882691] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-04T20:35:02.882980] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-04T20:35:02.883098] [INFO ] [sig       ] ENS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:03.022511] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENS.txt
[2025-12-04T20:35:03.022692] [INFO ] [sig       ] [1066/3547] Completed ENS in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:03.022732] [INFO ] [sig       ] [1067/3547] Forecasting ENSG...
[2025-12-04T20:35:03.022760] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-04T20:35:03.022791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-04T20:35:03.034561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-04T20:35:03.034886] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-04T20:35:03.035641] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-04T20:35:03.035690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:03.035719] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:03.035744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:03.035799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:03.091231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:03.091952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:03.092028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:03.092059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:03.209678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:03.209799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:03.209836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:03.209894] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:03.213071] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-12-04T20:35:03.213329] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-04T20:35:03.213443] [INFO ] [sig       ] ENSG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:03.369448] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ENSG.txt
[2025-12-04T20:35:03.369623] [INFO ] [sig       ] [1067/3547] Completed ENSG in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:03.369665] [INFO ] [sig       ] [1068/3547] Forecasting ENTA...
[2025-12-04T20:35:03.369692] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-04T20:35:03.369722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-04T20:35:03.380951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-04T20:35:03.381322] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-04T20:35:03.382120] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-04T20:35:03.382170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:03.382199] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:03.382224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:03.382278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:03.437631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:03.438492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:03.438593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:03.438627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:03.557676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:03.557833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:03.557871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:03.557899] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:03.561218] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-04T20:35:03.561490] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-04T20:35:03.561630] [INFO ] [sig       ] ENTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:03.701729] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ENTA.txt
[2025-12-04T20:35:03.701858] [INFO ] [sig       ] [1068/3547] Completed ENTA in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:03.701896] [INFO ] [sig       ] [1069/3547] Forecasting ENTG...
[2025-12-04T20:35:03.701926] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-04T20:35:03.701955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-04T20:35:03.713940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-04T20:35:03.714237] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-04T20:35:03.715066] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-04T20:35:03.715117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:03.715147] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:03.715173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:03.715228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:03.773282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:03.774198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:03.774301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:03.774336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:03.903242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:03.903393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:03.903434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:03.903462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:03.906813] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2025-12-04T20:35:03.907079] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-04T20:35:03.907198] [INFO ] [sig       ] ENTG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:04.043159] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ENTG.txt
[2025-12-04T20:35:04.043287] [INFO ] [sig       ] [1069/3547] Completed ENTG in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:04.043323] [INFO ] [sig       ] [1070/3547] Forecasting ENTX...
[2025-12-04T20:35:04.043349] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-04T20:35:04.043378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-04T20:35:04.055121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-04T20:35:04.055617] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-04T20:35:04.056693] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-04T20:35:04.056757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:04.056801] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:04.056840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:04.056921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:04.141761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:04.142631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:04.142718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:04.142751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:04.293902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:04.294056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:04.294115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:04.294147] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:04.297565] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-04T20:35:04.297854] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-04T20:35:04.297972] [INFO ] [sig       ] ENTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:04.445926] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENTX.txt
[2025-12-04T20:35:04.446077] [INFO ] [sig       ] [1070/3547] Completed ENTX in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:04.446115] [INFO ] [sig       ] [1071/3547] Forecasting ENVA...
[2025-12-04T20:35:04.446142] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-04T20:35:04.446171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-04T20:35:04.461595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-04T20:35:04.461973] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-04T20:35:04.462779] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-04T20:35:04.462829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:04.462860] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:04.462886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:04.462941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:04.523668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:04.524435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:04.524539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:04.524593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:04.649869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:04.650017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:04.650060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:04.650087] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:04.653457] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=37.48%)
[2025-12-04T20:35:04.653821] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-04T20:35:04.653943] [INFO ] [sig       ] ENVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:04.793388] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENVA.txt
[2025-12-04T20:35:04.793523] [INFO ] [sig       ] [1071/3547] Completed ENVA in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:04.793561] [INFO ] [sig       ] [1072/3547] Forecasting ENVB...
[2025-12-04T20:35:04.793609] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-04T20:35:04.793639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-04T20:35:04.808674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-04T20:35:04.809145] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-04T20:35:04.810259] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-04T20:35:04.810326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:04.810375] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:04.810418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:04.810521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:04.880908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:04.881791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:04.881875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:04.881908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:05.017938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:05.018084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:05.018122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:05.018148] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:05.021467] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-04T20:35:05.021746] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-04T20:35:05.021865] [INFO ] [sig       ] ENVB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:05.158639] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENVB.txt
[2025-12-04T20:35:05.158782] [INFO ] [sig       ] [1072/3547] Completed ENVB in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:05.158819] [INFO ] [sig       ] [1073/3547] Forecasting ENVX...
[2025-12-04T20:35:05.158848] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-04T20:35:05.158876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-04T20:35:05.169958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-04T20:35:05.170243] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-04T20:35:05.170997] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-04T20:35:05.171046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:05.171076] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:05.171100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:05.171154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:05.227349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:05.228117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:05.228195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:05.228227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:05.355453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:05.355648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:05.355690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:05.355721] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:05.359165] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-04T20:35:05.359455] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-04T20:35:05.359599] [INFO ] [sig       ] ENVX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:05.502933] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ENVX.txt
[2025-12-04T20:35:05.503083] [INFO ] [sig       ] [1073/3547] Completed ENVX in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:05.503120] [INFO ] [sig       ] [1074/3547] Forecasting EOD...
[2025-12-04T20:35:05.503149] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-04T20:35:05.503185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-04T20:35:05.514555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-04T20:35:05.514895] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-04T20:35:05.515645] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-04T20:35:05.515706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:05.515737] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:05.515764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:05.515818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:05.572111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:05.572980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:05.573090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:05.573123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:05.693236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:05.693388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:05.693428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:05.693457] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:05.697029] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=42.61%)
[2025-12-04T20:35:05.697356] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-04T20:35:05.697491] [INFO ] [sig       ] EOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:05.840564] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EOD.txt
[2025-12-04T20:35:05.840752] [INFO ] [sig       ] [1074/3547] Completed EOD in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:05.840791] [INFO ] [sig       ] [1075/3547] Forecasting EOG...
[2025-12-04T20:35:05.840821] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-04T20:35:05.840849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-04T20:35:05.852836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-04T20:35:05.853187] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-04T20:35:05.854000] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-04T20:35:05.854051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:05.854083] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:05.854109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:05.854164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:05.925814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:05.927021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:05.927136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:05.927178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:06.045629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:06.045792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:06.045831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:06.045858] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:06.049228] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-04T20:35:06.049511] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-04T20:35:06.049663] [INFO ] [sig       ] EOG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:06.190751] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EOG.txt
[2025-12-04T20:35:06.190919] [INFO ] [sig       ] [1075/3547] Completed EOG in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:06.190956] [INFO ] [sig       ] [1076/3547] Forecasting EOI...
[2025-12-04T20:35:06.190985] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-04T20:35:06.191014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-04T20:35:06.204308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-04T20:35:06.204751] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-04T20:35:06.205540] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-04T20:35:06.205614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:06.205646] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:06.205671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:06.205724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:06.263276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:06.264301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:06.264405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:06.264445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:06.391044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:06.391271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:06.391319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:06.391348] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:06.395355] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-04T20:35:06.395690] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-04T20:35:06.395835] [INFO ] [sig       ] EOI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:06.541563] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EOI.txt
[2025-12-04T20:35:06.541759] [INFO ] [sig       ] [1076/3547] Completed EOI in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:06.541798] [INFO ] [sig       ] [1077/3547] Forecasting EOLS...
[2025-12-04T20:35:06.541828] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-04T20:35:06.541860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-04T20:35:06.556985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-04T20:35:06.557454] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-04T20:35:06.558517] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-04T20:35:06.558607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:06.558650] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:06.558684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:06.558759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:06.625644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:06.627810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:06.628110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:06.628158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:06.753883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:06.754132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:06.754193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:06.754233] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:06.758842] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-04T20:35:06.759273] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-04T20:35:06.759465] [INFO ] [sig       ] EOLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:06.902746] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EOLS.txt
[2025-12-04T20:35:06.902976] [INFO ] [sig       ] [1077/3547] Completed EOLS in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.1m
[2025-12-04T20:35:06.903027] [INFO ] [sig       ] [1078/3547] Forecasting EOS...
[2025-12-04T20:35:06.903056] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-04T20:35:06.903088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-04T20:35:06.916193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-04T20:35:06.916709] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-04T20:35:06.917692] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-04T20:35:06.917762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:06.917805] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:06.917835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:06.917894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:06.975421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:06.976532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:06.976646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:06.976681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:07.102927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:07.103164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:07.103219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:07.103250] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:07.107359] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-12-04T20:35:07.107738] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-04T20:35:07.107890] [INFO ] [sig       ] EOS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:07.253873] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EOS.txt
[2025-12-04T20:35:07.254100] [INFO ] [sig       ] [1078/3547] Completed EOS in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 14.0m
[2025-12-04T20:35:07.254141] [INFO ] [sig       ] [1079/3547] Forecasting EOSE...
[2025-12-04T20:35:07.254170] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-04T20:35:07.254201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-04T20:35:07.266409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-04T20:35:07.266750] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-04T20:35:07.267564] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-04T20:35:07.267632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:07.267662] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:07.267687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:07.267741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:07.324881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:07.325818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:07.325903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:07.325935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:07.443149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:07.443306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:07.443343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:07.443369] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:07.446631] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-04T20:35:07.446929] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-04T20:35:07.447046] [INFO ] [sig       ] EOSE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:07.588977] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EOSE.txt
[2025-12-04T20:35:07.589114] [INFO ] [sig       ] [1079/3547] Completed EOSE in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.0m
[2025-12-04T20:35:07.589151] [INFO ] [sig       ] [1080/3547] Forecasting EPAC...
[2025-12-04T20:35:07.589177] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-04T20:35:07.589206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-04T20:35:07.601233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-04T20:35:07.601527] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-04T20:35:07.602462] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-04T20:35:07.602512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:07.602543] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:07.602568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:07.602650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:07.660916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:07.661774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:07.661855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:07.661887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:07.780681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:07.780846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:07.780886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:07.780912] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:07.784291] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-04T20:35:07.784600] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-04T20:35:07.784728] [INFO ] [sig       ] EPAC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:07.927098] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EPAC.txt
[2025-12-04T20:35:07.927248] [INFO ] [sig       ] [1080/3547] Completed EPAC in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 14.0m
[2025-12-04T20:35:07.927286] [INFO ] [sig       ] [1081/3547] Forecasting EPAM...
[2025-12-04T20:35:07.927313] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-04T20:35:07.927343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-04T20:35:07.938995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-04T20:35:07.939302] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-04T20:35:07.940091] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-04T20:35:07.940151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:07.940209] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:07.940242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:07.940296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:07.996139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:07.996797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:07.996871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:07.996903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:08.121070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:08.121231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:08.121289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:08.121320] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:08.124753] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=70.53%)
[2025-12-04T20:35:08.125037] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-04T20:35:08.125162] [INFO ] [sig       ] EPAM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:08.273297] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EPAM.txt
[2025-12-04T20:35:08.273481] [INFO ] [sig       ] [1081/3547] Completed EPAM in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:08.273527] [INFO ] [sig       ] [1082/3547] Forecasting EPC...
[2025-12-04T20:35:08.273561] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-04T20:35:08.273619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-04T20:35:08.286127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-04T20:35:08.286427] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-04T20:35:08.287227] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-04T20:35:08.287279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:08.287310] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:08.287336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:08.287391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:08.345088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:08.345737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:08.345812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:08.345842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:08.463256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:08.463369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:08.463406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:08.463433] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:08.466638] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2025-12-04T20:35:08.466893] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-04T20:35:08.467009] [INFO ] [sig       ] EPC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:08.602978] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EPC.txt
[2025-12-04T20:35:08.603087] [INFO ] [sig       ] [1082/3547] Completed EPC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:08.603122] [INFO ] [sig       ] [1083/3547] Forecasting EPD...
[2025-12-04T20:35:08.603150] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-04T20:35:08.603177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-04T20:35:08.619919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-04T20:35:08.620189] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-04T20:35:08.620957] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-04T20:35:08.621008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:08.621039] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:08.621065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:08.621119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:08.676269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:08.676888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:08.676961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:08.676991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:08.794642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:08.794742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:08.794779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:08.794805] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:08.798016] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-04T20:35:08.798300] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-04T20:35:08.798419] [INFO ] [sig       ] EPD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:08.936484] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EPD.txt
[2025-12-04T20:35:08.936629] [INFO ] [sig       ] [1083/3547] Completed EPD in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:08.936670] [INFO ] [sig       ] [1084/3547] Forecasting EPSN...
[2025-12-04T20:35:08.936697] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-04T20:35:08.936726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-04T20:35:08.949011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-04T20:35:08.949455] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-04T20:35:08.950335] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-04T20:35:08.950388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:08.950418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:08.950443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:08.950500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:09.008919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:09.009858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:09.009945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:09.009976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:09.130859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:09.131008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:09.131048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:09.131105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:09.134390] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=67.59%)
[2025-12-04T20:35:09.134673] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-04T20:35:09.134792] [INFO ] [sig       ] EPSN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:09.270030] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EPSN.txt
[2025-12-04T20:35:09.270145] [INFO ] [sig       ] [1084/3547] Completed EPSN in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:09.270181] [INFO ] [sig       ] [1085/3547] Forecasting EQBK...
[2025-12-04T20:35:09.270208] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-04T20:35:09.270237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-04T20:35:09.282463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-04T20:35:09.282795] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-04T20:35:09.283610] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-04T20:35:09.283662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:09.283705] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:09.283731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:09.283784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:09.338646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:09.339269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:09.339346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:09.339377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:09.455993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:09.456159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:09.456199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:09.456226] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:09.459569] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-12-04T20:35:09.459857] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-04T20:35:09.459978] [INFO ] [sig       ] EQBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:09.595673] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EQBK.txt
[2025-12-04T20:35:09.595803] [INFO ] [sig       ] [1085/3547] Completed EQBK in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:09.595839] [INFO ] [sig       ] [1086/3547] Forecasting EQH...
[2025-12-04T20:35:09.595866] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-04T20:35:09.595895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-04T20:35:09.608413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-04T20:35:09.608754] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-04T20:35:09.609529] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-04T20:35:09.609595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:09.609628] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:09.609652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:09.609708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:09.668050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:09.668796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:09.668889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:09.668921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:09.786490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:09.786659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:09.786698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:09.786726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:09.790020] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-04T20:35:09.790279] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-04T20:35:09.790392] [INFO ] [sig       ] EQH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:09.926444] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EQH.txt
[2025-12-04T20:35:09.926560] [INFO ] [sig       ] [1086/3547] Completed EQH in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:09.926614] [INFO ] [sig       ] [1087/3547] Forecasting ERAS...
[2025-12-04T20:35:09.926642] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-04T20:35:09.926674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-04T20:35:09.938140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-04T20:35:09.938441] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-04T20:35:09.939195] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-04T20:35:09.939245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:09.939274] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:09.939299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:09.939352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:09.994730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:09.995330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:09.995402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:09.995431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:10.116589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:10.116744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:10.116784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:10.116811] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:10.120252] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-04T20:35:10.120525] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-04T20:35:10.120679] [INFO ] [sig       ] ERAS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:10.259270] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ERAS.txt
[2025-12-04T20:35:10.259478] [INFO ] [sig       ] [1087/3547] Completed ERAS in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:10.259517] [INFO ] [sig       ] [1088/3547] Forecasting ERIC...
[2025-12-04T20:35:10.259546] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-04T20:35:10.259598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-04T20:35:10.272312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-04T20:35:10.272810] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-04T20:35:10.273690] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-04T20:35:10.273740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:10.273772] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:10.273807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:10.273865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:10.330588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:10.331958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:10.332078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:10.332110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:10.460262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:10.460447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:10.460489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:10.460516] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:10.464001] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-04T20:35:10.464276] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-04T20:35:10.464398] [INFO ] [sig       ] ERIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:10.602354] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ERIC.txt
[2025-12-04T20:35:10.602496] [INFO ] [sig       ] [1088/3547] Completed ERIC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:10.602533] [INFO ] [sig       ] [1089/3547] Forecasting ERIE...
[2025-12-04T20:35:10.602567] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-04T20:35:10.602615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-04T20:35:10.615776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-04T20:35:10.616243] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-04T20:35:10.617375] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-04T20:35:10.617441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:10.617491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:10.617536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:10.617642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:10.702027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:10.702898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:10.702990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:10.703021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:10.827599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:10.827753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:10.827795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:10.827823] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:10.831403] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-04T20:35:10.831738] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-04T20:35:10.831870] [INFO ] [sig       ] ERIE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:10.974145] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ERIE.txt
[2025-12-04T20:35:10.974336] [INFO ] [sig       ] [1089/3547] Completed ERIE in 0.4s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:10.974396] [INFO ] [sig       ] [1090/3547] Forecasting ERII...
[2025-12-04T20:35:10.974440] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-04T20:35:10.974478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-04T20:35:10.986871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-04T20:35:10.987196] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-04T20:35:10.987981] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-04T20:35:10.988031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:10.988063] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:10.988088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:10.988143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:11.044815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:11.045522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:11.045620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:11.045654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:11.171035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:11.171194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:11.171234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:11.171263] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:11.174799] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=56.10%)
[2025-12-04T20:35:11.175094] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-04T20:35:11.175246] [INFO ] [sig       ] ERII: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:11.321154] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ERII.txt
[2025-12-04T20:35:11.321315] [INFO ] [sig       ] [1090/3547] Completed ERII in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:11.321353] [INFO ] [sig       ] [1091/3547] Forecasting ERNA...
[2025-12-04T20:35:11.321381] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-04T20:35:11.321409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-04T20:35:11.333501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-04T20:35:11.333906] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-04T20:35:11.334752] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-04T20:35:11.334810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:11.334867] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:11.334898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:11.334953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:11.391847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:11.392643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:11.392757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:11.392789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:11.509902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:11.510064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:11.510105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:11.510134] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:11.513442] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=83.76%)
[2025-12-04T20:35:11.513735] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-04T20:35:11.513857] [INFO ] [sig       ] ERNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:11.655280] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ERNA.txt
[2025-12-04T20:35:11.655430] [INFO ] [sig       ] [1091/3547] Completed ERNA in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:11.655483] [INFO ] [sig       ] [1092/3547] Forecasting ERO...
[2025-12-04T20:35:11.655526] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-04T20:35:11.655565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-04T20:35:11.667552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-04T20:35:11.667931] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-04T20:35:11.668831] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-04T20:35:11.668888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:11.668919] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:11.668945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:11.669005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:11.727087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:11.727917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:11.727999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:11.728032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:11.854637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:11.854797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:11.854836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:11.854883] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:11.858510] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-12-04T20:35:11.858811] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-04T20:35:11.858959] [INFO ] [sig       ] ERO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:12.002511] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ERO.txt
[2025-12-04T20:35:12.002679] [INFO ] [sig       ] [1092/3547] Completed ERO in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:12.002720] [INFO ] [sig       ] [1093/3547] Forecasting ES...
[2025-12-04T20:35:12.002749] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-04T20:35:12.002780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-04T20:35:12.014473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-04T20:35:12.014823] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-04T20:35:12.015603] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-04T20:35:12.015652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:12.015681] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:12.015706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:12.015759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:12.073074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:12.073879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:12.073960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:12.073992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:12.194854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:12.195025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:12.195067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:12.195094] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:12.198492] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-04T20:35:12.198779] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-04T20:35:12.198904] [INFO ] [sig       ] ES: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:12.334719] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ES.txt
[2025-12-04T20:35:12.334845] [INFO ] [sig       ] [1093/3547] Completed ES in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:12.334884] [INFO ] [sig       ] [1094/3547] Forecasting ESAB...
[2025-12-04T20:35:12.334913] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-04T20:35:12.334942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-04T20:35:12.347140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-04T20:35:12.347550] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-04T20:35:12.348406] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-04T20:35:12.348457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:12.348490] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:12.348516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:12.348587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:12.406628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:12.407433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:12.407515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:12.407563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:12.530607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:12.530741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:12.530781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:12.530807] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:12.534143] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-04T20:35:12.534411] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-04T20:35:12.534533] [INFO ] [sig       ] ESAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:12.669594] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ESAB.txt
[2025-12-04T20:35:12.669770] [INFO ] [sig       ] [1094/3547] Completed ESAB in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:12.669809] [INFO ] [sig       ] [1095/3547] Forecasting ESCA...
[2025-12-04T20:35:12.669836] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-04T20:35:12.669865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-04T20:35:12.680641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-04T20:35:12.680934] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-04T20:35:12.681738] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-04T20:35:12.681789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:12.681819] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:12.681846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:12.681900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:12.736386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:12.737119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:12.737197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:12.737227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:12.854082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:12.854244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:12.854288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:12.854317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:12.857906] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=80.05%)
[2025-12-04T20:35:12.858294] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-04T20:35:12.858442] [INFO ] [sig       ] ESCA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:13.001969] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ESCA.txt
[2025-12-04T20:35:13.002124] [INFO ] [sig       ] [1095/3547] Completed ESCA in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 14.0m
[2025-12-04T20:35:13.002161] [INFO ] [sig       ] [1096/3547] Forecasting ESE...
[2025-12-04T20:35:13.002189] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-04T20:35:13.002218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-04T20:35:13.014529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-04T20:35:13.014955] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-04T20:35:13.015774] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-04T20:35:13.015829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:13.015860] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:13.015903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:13.015960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:13.074839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:13.075731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:13.075814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:13.075846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:13.196733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:13.196895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:13.196934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:13.196963] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:13.200409] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-04T20:35:13.200781] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-04T20:35:13.200916] [INFO ] [sig       ] ESE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:13.343883] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ESE.txt
[2025-12-04T20:35:13.344031] [INFO ] [sig       ] [1096/3547] Completed ESE in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 13.9m
[2025-12-04T20:35:13.344068] [INFO ] [sig       ] [1097/3547] Forecasting ESEA...
[2025-12-04T20:35:13.344096] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-04T20:35:13.344126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-04T20:35:13.356229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-04T20:35:13.356622] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-04T20:35:13.357373] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-04T20:35:13.357424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:13.357454] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:13.357479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:13.357533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:13.414873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:13.415740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:13.415822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:13.415853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:13.535452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:13.535632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:13.535674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:13.535702] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:13.539306] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-12-04T20:35:13.539668] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-04T20:35:13.539804] [INFO ] [sig       ] ESEA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:13.681127] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ESEA.txt
[2025-12-04T20:35:13.681277] [INFO ] [sig       ] [1097/3547] Completed ESEA in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 13.9m
[2025-12-04T20:35:13.681314] [INFO ] [sig       ] [1098/3547] Forecasting ESGD...
[2025-12-04T20:35:13.681341] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-04T20:35:13.681370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-04T20:35:13.693639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-04T20:35:13.693996] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-04T20:35:13.694794] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-04T20:35:13.694844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:13.694904] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:13.694931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:13.694987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:13.751924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:13.752757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:13.752839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:13.752871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:13.875084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:13.875233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:13.875273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:13.875301] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:13.878780] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=39.96%)
[2025-12-04T20:35:13.879087] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-04T20:35:13.879217] [INFO ] [sig       ] ESGD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:14.025446] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ESGD.txt
[2025-12-04T20:35:14.025602] [INFO ] [sig       ] [1098/3547] Completed ESGD in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 13.9m
[2025-12-04T20:35:14.025645] [INFO ] [sig       ] [1099/3547] Forecasting ESGE...
[2025-12-04T20:35:14.025675] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-04T20:35:14.025706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-04T20:35:14.037502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-04T20:35:14.037916] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-04T20:35:14.038753] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-04T20:35:14.038804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:14.038834] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:14.038859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:14.038912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:14.095794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:14.096694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:14.096775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:14.096808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:14.217603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:14.217763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:14.217805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:14.217834] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:14.221290] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-04T20:35:14.221564] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-04T20:35:14.221720] [INFO ] [sig       ] ESGE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:14.362323] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ESGE.txt
[2025-12-04T20:35:14.362473] [INFO ] [sig       ] [1099/3547] Completed ESGE in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:14.362511] [INFO ] [sig       ] [1100/3547] Forecasting ESI...
[2025-12-04T20:35:14.362538] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-04T20:35:14.362597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-04T20:35:14.373849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-04T20:35:14.374199] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-04T20:35:14.374997] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-04T20:35:14.375048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:14.375082] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:14.375116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:14.375186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:14.431204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:14.432066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:14.432147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:14.432178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:14.546012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:14.546159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:14.546199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:14.546227] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:14.549784] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-12-04T20:35:14.550043] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-04T20:35:14.550157] [INFO ] [sig       ] ESI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:14.685353] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ESI.txt
[2025-12-04T20:35:14.685470] [INFO ] [sig       ] [1100/3547] Completed ESI in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:14.685506] [INFO ] [sig       ] [1101/3547] Forecasting ESPO...
[2025-12-04T20:35:14.685533] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-04T20:35:14.685563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-04T20:35:14.696391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-04T20:35:14.696674] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-04T20:35:14.697410] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-04T20:35:14.697459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:14.697489] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:14.697514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:14.697588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:14.755422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:14.756083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:14.756156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:14.756186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:14.878199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:14.878374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:14.878414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:14.878474] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:14.881793] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-04T20:35:14.882060] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-04T20:35:14.882181] [INFO ] [sig       ] ESPO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:15.019713] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ESPO.txt
[2025-12-04T20:35:15.019916] [INFO ] [sig       ] [1101/3547] Completed ESPO in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:15.019956] [INFO ] [sig       ] [1102/3547] Forecasting ESQ...
[2025-12-04T20:35:15.019986] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-04T20:35:15.020016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-04T20:35:15.031063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-04T20:35:15.031386] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-04T20:35:15.032174] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-04T20:35:15.032225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:15.032256] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:15.032281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:15.032335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:15.087678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:15.088419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:15.088498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:15.088529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:15.204834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:15.204957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:15.204998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:15.205024] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:15.208503] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2025-12-04T20:35:15.208791] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-04T20:35:15.208913] [INFO ] [sig       ] ESQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:15.346375] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ESQ.txt
[2025-12-04T20:35:15.346489] [INFO ] [sig       ] [1102/3547] Completed ESQ in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:15.346525] [INFO ] [sig       ] [1103/3547] Forecasting ESTA...
[2025-12-04T20:35:15.346553] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-04T20:35:15.346598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-04T20:35:15.357814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-04T20:35:15.358075] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-04T20:35:15.358869] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-04T20:35:15.358918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:15.358946] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:15.358970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:15.359024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:15.415213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:15.415862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:15.415940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:15.415971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:15.535667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:15.535818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:15.535856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:15.535885] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:15.541957] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-04T20:35:15.542236] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-04T20:35:15.542353] [INFO ] [sig       ] ESTA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:15.680269] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ESTA.txt
[2025-12-04T20:35:15.680403] [INFO ] [sig       ] [1103/3547] Completed ESTA in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:15.680441] [INFO ] [sig       ] [1104/3547] Forecasting ESTC...
[2025-12-04T20:35:15.680469] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-04T20:35:15.680505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-04T20:35:15.691762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-04T20:35:15.692064] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-04T20:35:15.692896] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-04T20:35:15.692946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:15.692979] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:15.693006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:15.693061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:15.750263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:15.750961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:15.751039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:15.751070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:15.880027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:15.880183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:15.880223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:15.880250] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:15.884940] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-04T20:35:15.885419] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-04T20:35:15.885647] [INFO ] [sig       ] ESTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:16.042676] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ESTC.txt
[2025-12-04T20:35:16.042823] [INFO ] [sig       ] [1104/3547] Completed ESTC in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:16.042860] [INFO ] [sig       ] [1105/3547] Forecasting ETB...
[2025-12-04T20:35:16.042888] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-04T20:35:16.042917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-04T20:35:16.054327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-04T20:35:16.054619] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-04T20:35:16.055361] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-04T20:35:16.055410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:16.055441] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:16.055466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:16.055520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:16.110419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:16.111036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:16.111110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:16.111140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:16.222714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:16.222865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:16.222906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:16.222934] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:16.226200] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-04T20:35:16.226463] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-04T20:35:16.226596] [INFO ] [sig       ] ETB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:16.364534] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETB.txt
[2025-12-04T20:35:16.364673] [INFO ] [sig       ] [1105/3547] Completed ETB in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:16.364710] [INFO ] [sig       ] [1106/3547] Forecasting ETD...
[2025-12-04T20:35:16.364736] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-04T20:35:16.364765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-04T20:35:16.376079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-04T20:35:16.376380] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-04T20:35:16.377201] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-04T20:35:16.377252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:16.377282] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:16.377308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:16.377362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:16.433518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:16.434132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:16.434208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:16.434238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:16.550071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:16.550210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:16.550247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:16.550274] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:16.553480] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-04T20:35:16.553752] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-04T20:35:16.553867] [INFO ] [sig       ] ETD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:16.691282] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETD.txt
[2025-12-04T20:35:16.691413] [INFO ] [sig       ] [1106/3547] Completed ETD in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:16.691450] [INFO ] [sig       ] [1107/3547] Forecasting ETG...
[2025-12-04T20:35:16.691479] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-04T20:35:16.691508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-04T20:35:16.702929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-04T20:35:16.703228] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-04T20:35:16.704099] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-04T20:35:16.704149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:16.704179] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:16.704205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:16.704259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:16.761531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:16.762233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:16.762310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:16.762342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:16.880551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:16.880710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:16.880749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:16.880776] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:16.884116] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-04T20:35:16.884428] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-04T20:35:16.884557] [INFO ] [sig       ] ETG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:17.029018] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETG.txt
[2025-12-04T20:35:17.029150] [INFO ] [sig       ] [1107/3547] Completed ETG in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:17.029187] [INFO ] [sig       ] [1108/3547] Forecasting ETHA...
[2025-12-04T20:35:17.029215] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-04T20:35:17.029244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-04T20:35:17.040821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-04T20:35:17.041090] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-04T20:35:17.041837] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-04T20:35:17.041886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:17.041915] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:17.041942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:17.041996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:17.097994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:17.098822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:17.098926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:17.098960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:17.217968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:17.218150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:17.218190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:17.218218] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:17.221729] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2025-12-04T20:35:17.222041] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-04T20:35:17.222172] [INFO ] [sig       ] ETHA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:17.364822] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ETHA.txt
[2025-12-04T20:35:17.364987] [INFO ] [sig       ] [1108/3547] Completed ETHA in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:17.365027] [INFO ] [sig       ] [1109/3547] Forecasting ETJ...
[2025-12-04T20:35:17.365057] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-04T20:35:17.365086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-04T20:35:17.377670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-04T20:35:17.378152] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-04T20:35:17.379281] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-04T20:35:17.379358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:17.379401] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:17.379436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:17.379517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:17.439500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:17.440423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:17.440502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:17.440533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:17.557927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:17.558062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:17.558101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:17.558128] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:17.561921] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2025-12-04T20:35:17.562184] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-04T20:35:17.562303] [INFO ] [sig       ] ETJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:17.698894] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETJ.txt
[2025-12-04T20:35:17.699029] [INFO ] [sig       ] [1109/3547] Completed ETJ in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:17.699069] [INFO ] [sig       ] [1110/3547] Forecasting ETN...
[2025-12-04T20:35:17.699097] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-04T20:35:17.699124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-04T20:35:17.710293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-04T20:35:17.710560] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-04T20:35:17.711325] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-04T20:35:17.711374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:17.711403] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:17.711427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:17.711480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:17.766850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:17.767417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:17.767491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:17.767521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:17.885469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:17.885616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:17.885655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:17.885681] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:17.888871] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-04T20:35:17.889133] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-04T20:35:17.889250] [INFO ] [sig       ] ETN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:18.034086] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETN.txt
[2025-12-04T20:35:18.034353] [INFO ] [sig       ] [1110/3547] Completed ETN in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:18.034406] [INFO ] [sig       ] [1111/3547] Forecasting ETO...
[2025-12-04T20:35:18.034442] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-04T20:35:18.034482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-04T20:35:18.047912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-04T20:35:18.048334] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-04T20:35:18.049245] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-04T20:35:18.049296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:18.049328] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:18.049352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:18.049405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:18.103979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:18.104587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:18.104665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:18.104694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:18.227985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:18.228092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:18.228130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:18.228156] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:18.231666] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-04T20:35:18.231960] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-04T20:35:18.232093] [INFO ] [sig       ] ETO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:18.366116] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETO.txt
[2025-12-04T20:35:18.366260] [INFO ] [sig       ] [1111/3547] Completed ETO in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.9m
[2025-12-04T20:35:18.366297] [INFO ] [sig       ] [1112/3547] Forecasting ETON...
[2025-12-04T20:35:18.366324] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-04T20:35:18.366351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-04T20:35:18.377487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-04T20:35:18.377787] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-04T20:35:18.378590] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-04T20:35:18.378641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:18.378671] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:18.378696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:18.378750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:18.433771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:18.434343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:18.434414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:18.434445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:18.553735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:18.553969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:18.554016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:18.554044] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:18.558003] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-04T20:35:18.558348] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-04T20:35:18.558491] [INFO ] [sig       ] ETON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:18.700914] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETON.txt
[2025-12-04T20:35:18.701132] [INFO ] [sig       ] [1112/3547] Completed ETON in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.8m
[2025-12-04T20:35:18.701183] [INFO ] [sig       ] [1113/3547] Forecasting ETSY...
[2025-12-04T20:35:18.701213] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-04T20:35:18.701243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-04T20:35:18.713888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-04T20:35:18.714261] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-04T20:35:18.715132] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-04T20:35:18.715184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:18.715215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:18.715241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:18.715296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:18.772526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:18.773477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:18.773561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:18.773627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:18.892903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:18.893060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:18.893099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:18.893126] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:18.896383] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-12-04T20:35:18.896653] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-04T20:35:18.896770] [INFO ] [sig       ] ETSY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:19.043232] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ETSY.txt
[2025-12-04T20:35:19.043465] [INFO ] [sig       ] [1113/3547] Completed ETSY in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.8m
[2025-12-04T20:35:19.043510] [INFO ] [sig       ] [1114/3547] Forecasting ETY...
[2025-12-04T20:35:19.043549] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-04T20:35:19.043610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-04T20:35:19.057071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-04T20:35:19.057440] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-04T20:35:19.058254] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-04T20:35:19.058333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:19.058364] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:19.058390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:19.058443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:19.113166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:19.113796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:19.113874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:19.113905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:19.236202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:19.236479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:19.236546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:19.236631] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:19.241158] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-04T20:35:19.241634] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-04T20:35:19.241840] [INFO ] [sig       ] ETY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:19.384977] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ETY.txt
[2025-12-04T20:35:19.385200] [INFO ] [sig       ] [1114/3547] Completed ETY in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.8m
[2025-12-04T20:35:19.385243] [INFO ] [sig       ] [1115/3547] Forecasting EUFN...
[2025-12-04T20:35:19.385271] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-04T20:35:19.385303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-04T20:35:19.398544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-04T20:35:19.398939] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-04T20:35:19.399728] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-04T20:35:19.399777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:19.399840] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:19.399866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:19.399921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:19.454482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:19.455243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:19.455323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:19.455353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:19.569709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:19.569872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:19.569910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:19.569937] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:19.573277] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-04T20:35:19.573584] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-04T20:35:19.573712] [INFO ] [sig       ] EUFN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:19.710523] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EUFN.txt
[2025-12-04T20:35:19.710696] [INFO ] [sig       ] [1115/3547] Completed EUFN in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.8m
[2025-12-04T20:35:19.710737] [INFO ] [sig       ] [1116/3547] Forecasting EVAX...
[2025-12-04T20:35:19.710765] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-04T20:35:19.710793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-04T20:35:19.723038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-04T20:35:19.723398] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-04T20:35:19.724179] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-04T20:35:19.724228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:19.724258] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:19.724283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:19.724336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:19.779328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:19.780246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:19.780336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:19.780368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:19.900012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:19.900178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:19.900235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:19.900262] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:19.903551] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=27.36%)
[2025-12-04T20:35:19.903837] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-04T20:35:19.903953] [INFO ] [sig       ] EVAX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:20.047729] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EVAX.txt
[2025-12-04T20:35:20.047937] [INFO ] [sig       ] [1116/3547] Completed EVAX in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 13.8m
[2025-12-04T20:35:20.047978] [INFO ] [sig       ] [1117/3547] Forecasting EVC...
[2025-12-04T20:35:20.048009] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-04T20:35:20.048042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-04T20:35:20.061269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-04T20:35:20.061799] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-04T20:35:20.062690] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-04T20:35:20.062742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:20.062777] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:20.062803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:20.062861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:20.122720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:20.123848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:20.123943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:20.123976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:20.248064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:20.248340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:20.248389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:20.248419] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:20.252269] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-12-04T20:35:20.252606] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-04T20:35:20.252755] [INFO ] [sig       ] EVC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:20.405901] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EVC.txt
[2025-12-04T20:35:20.406168] [INFO ] [sig       ] [1117/3547] Completed EVC in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:20.406228] [INFO ] [sig       ] [1118/3547] Forecasting EVCM...
[2025-12-04T20:35:20.406274] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-04T20:35:20.406323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-04T20:35:20.424414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-04T20:35:20.425103] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-04T20:35:20.426335] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-04T20:35:20.426398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:20.426437] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:20.426469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:20.426560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:20.488867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:20.490031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:20.490126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:20.490159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:20.611259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:20.611491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:20.611538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:20.611639] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:20.615667] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2025-12-04T20:35:20.616018] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-04T20:35:20.616166] [INFO ] [sig       ] EVCM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:20.757783] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EVCM.txt
[2025-12-04T20:35:20.758010] [INFO ] [sig       ] [1118/3547] Completed EVCM in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:20.758053] [INFO ] [sig       ] [1119/3547] Forecasting EVF...
[2025-12-04T20:35:20.758083] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-04T20:35:20.758114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-04T20:35:20.774650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-04T20:35:20.775111] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-04T20:35:20.776171] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-04T20:35:20.776236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:20.776283] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:20.776324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:20.776406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:20.845959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:20.846839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:20.846922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:20.846953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:20.962617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:20.962772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:20.962811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:20.962838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:20.966108] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-12-04T20:35:20.966367] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-04T20:35:20.966483] [INFO ] [sig       ] EVF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:21.101322] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EVF.txt
[2025-12-04T20:35:21.101435] [INFO ] [sig       ] [1119/3547] Completed EVF in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:21.101472] [INFO ] [sig       ] [1120/3547] Forecasting EVG...
[2025-12-04T20:35:21.101499] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-04T20:35:21.101527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-04T20:35:21.112602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-04T20:35:21.112868] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-04T20:35:21.113628] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-04T20:35:21.113677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:21.113717] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:21.113743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:21.113798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:21.168848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:21.169424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:21.169499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:21.169528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:21.276984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:21.277100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:21.277139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:21.277165] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:21.280401] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2025-12-04T20:35:21.280676] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-04T20:35:21.280790] [INFO ] [sig       ] EVG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:21.416234] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EVG.txt
[2025-12-04T20:35:21.416379] [INFO ] [sig       ] [1120/3547] Completed EVG in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:21.416415] [INFO ] [sig       ] [1121/3547] Forecasting EVGN...
[2025-12-04T20:35:21.416443] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-04T20:35:21.416472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-04T20:35:21.432797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-04T20:35:21.433485] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-04T20:35:21.434625] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-04T20:35:21.434688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:21.434729] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:21.434763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:21.434843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:21.501215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:21.502550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:21.502695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:21.502733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:21.638749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:21.638981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:21.639027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:21.639056] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:21.643879] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-12-04T20:35:21.644255] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-04T20:35:21.644429] [INFO ] [sig       ] EVGN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:21.788608] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EVGN.txt
[2025-12-04T20:35:21.788837] [INFO ] [sig       ] [1121/3547] Completed EVGN in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:21.788877] [INFO ] [sig       ] [1122/3547] Forecasting EVGO...
[2025-12-04T20:35:21.788907] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-04T20:35:21.788936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-04T20:35:21.802343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-04T20:35:21.802957] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-04T20:35:21.803882] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-04T20:35:21.803937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:21.803968] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:21.803993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:21.804049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:21.863273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:21.864365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:21.864458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:21.864492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:21.989763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:21.990004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:21.990050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:21.990078] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:21.994263] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-04T20:35:21.994652] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-04T20:35:21.994803] [INFO ] [sig       ] EVGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:22.146790] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EVGO.txt
[2025-12-04T20:35:22.147008] [INFO ] [sig       ] [1122/3547] Completed EVGO in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:22.147051] [INFO ] [sig       ] [1123/3547] Forecasting EVH...
[2025-12-04T20:35:22.147082] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-04T20:35:22.147112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-04T20:35:22.162547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-04T20:35:22.163164] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-04T20:35:22.164350] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-04T20:35:22.164422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:22.164472] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:22.164515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:22.164617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:22.226117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:22.227252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:22.227359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:22.227391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:22.351627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:22.351793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:22.351854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:22.351882] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:22.355391] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-04T20:35:22.355737] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-04T20:35:22.355877] [INFO ] [sig       ] EVH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:22.569893] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EVH.txt
[2025-12-04T20:35:22.570120] [INFO ] [sig       ] [1123/3547] Completed EVH in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:22.570177] [INFO ] [sig       ] [1124/3547] Forecasting EVO...
[2025-12-04T20:35:22.570227] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-04T20:35:22.570269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-04T20:35:22.587990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-04T20:35:22.595754] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-04T20:35:22.598633] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-04T20:35:22.598793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:22.598840] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:22.598868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:22.598936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:22.679990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:22.681237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:22.681343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:22.681376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:22.868651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:22.868975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:22.869053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:22.869106] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:22.875173] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-12-04T20:35:22.875791] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-04T20:35:22.876020] [INFO ] [sig       ] EVO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:23.107095] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EVO.txt
[2025-12-04T20:35:23.107390] [INFO ] [sig       ] [1124/3547] Completed EVO in 0.5s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:23.107459] [INFO ] [sig       ] [1125/3547] Forecasting EVOK...
[2025-12-04T20:35:23.107512] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-04T20:35:23.107567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-04T20:35:23.124620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-04T20:35:23.125091] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-04T20:35:23.126073] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-04T20:35:23.126138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:23.126176] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:23.126209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:23.126284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:23.199799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:23.200722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:23.200844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:23.200877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:23.310522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:23.310701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:23.310744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:23.310771] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:23.314241] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-04T20:35:23.314524] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-04T20:35:23.314669] [INFO ] [sig       ] EVOK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:23.456874] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EVOK.txt
[2025-12-04T20:35:23.457029] [INFO ] [sig       ] [1125/3547] Completed EVOK in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:23.457066] [INFO ] [sig       ] [1126/3547] Forecasting EVRG...
[2025-12-04T20:35:23.457095] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-04T20:35:23.457126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-04T20:35:23.469349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-04T20:35:23.469956] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-04T20:35:23.470815] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-04T20:35:23.470867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:23.470900] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:23.470926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:23.470982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:23.531083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:23.531979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:23.532063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:23.532095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:23.653275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:23.653428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:23.653468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:23.653495] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:23.656834] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-04T20:35:23.657101] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-04T20:35:23.657220] [INFO ] [sig       ] EVRG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:23.796149] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EVRG.txt
[2025-12-04T20:35:23.796301] [INFO ] [sig       ] [1126/3547] Completed EVRG in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:23.796340] [INFO ] [sig       ] [1127/3547] Forecasting EVSD...
[2025-12-04T20:35:23.796369] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-04T20:35:23.796398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-04T20:35:23.807649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-04T20:35:23.808004] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-04T20:35:23.808907] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-04T20:35:23.808959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:23.808992] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:23.809018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:23.809072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:23.870900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:23.871893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:23.872028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:23.872078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:23.993420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:23.993596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:23.993637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:23.993711] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:23.997232] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=33.25%)
[2025-12-04T20:35:23.997591] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-04T20:35:23.997723] [INFO ] [sig       ] EVSD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:24.143640] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EVSD.txt
[2025-12-04T20:35:24.143887] [INFO ] [sig       ] [1127/3547] Completed EVSD in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:24.143936] [INFO ] [sig       ] [1128/3547] Forecasting EVTC...
[2025-12-04T20:35:24.143966] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-04T20:35:24.143997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-04T20:35:24.157589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-04T20:35:24.158145] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-04T20:35:24.159196] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-04T20:35:24.159253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:24.159288] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:24.159315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:24.159372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:24.227327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:24.228661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:24.228813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:24.228858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:24.363964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:24.364194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:24.364238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:24.364267] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:24.368263] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-12-04T20:35:24.368664] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-04T20:35:24.368818] [INFO ] [sig       ] EVTC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:24.509432] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EVTC.txt
[2025-12-04T20:35:24.509717] [INFO ] [sig       ] [1128/3547] Completed EVTC in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:24.509764] [INFO ] [sig       ] [1129/3547] Forecasting EVTL...
[2025-12-04T20:35:24.509797] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-04T20:35:24.509830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-04T20:35:24.522290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-04T20:35:24.522758] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-04T20:35:24.523620] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-04T20:35:24.523673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:24.523706] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:24.523734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:24.523793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:24.579530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:24.580635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:24.580736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:24.580793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:24.699245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:24.699472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:24.699515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:24.699541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:24.703223] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-12-04T20:35:24.703523] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-04T20:35:24.703667] [INFO ] [sig       ] EVTL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:24.843218] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EVTL.txt
[2025-12-04T20:35:24.843440] [INFO ] [sig       ] [1129/3547] Completed EVTL in 0.3s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:24.843478] [INFO ] [sig       ] [1130/3547] Forecasting EWBC...
[2025-12-04T20:35:24.843506] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-04T20:35:24.843535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-04T20:35:24.856970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-04T20:35:24.857611] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-04T20:35:24.858546] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-04T20:35:24.858623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:24.858656] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:24.858684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:24.858742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:24.916779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:24.917898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:24.917994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:24.918027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:25.046785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:25.047018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:25.047068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:25.047098] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:25.051404] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-04T20:35:25.051941] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-04T20:35:25.052145] [INFO ] [sig       ] EWBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:25.204355] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EWBC.txt
[2025-12-04T20:35:25.204600] [INFO ] [sig       ] [1130/3547] Completed EWBC in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:25.204662] [INFO ] [sig       ] [1131/3547] Forecasting EWCZ...
[2025-12-04T20:35:25.204701] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-04T20:35:25.204733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-04T20:35:25.219106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-04T20:35:25.219678] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-04T20:35:25.220643] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-04T20:35:25.220695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:25.220728] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:25.220795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:25.220858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:25.281242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:25.282432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:25.282531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:25.282564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:25.428827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:25.429050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:25.429096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:25.429127] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:25.433252] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-04T20:35:25.433602] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-04T20:35:25.433751] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:25.573828] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EWCZ.txt
[2025-12-04T20:35:25.574033] [INFO ] [sig       ] [1131/3547] Completed EWCZ in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:25.574075] [INFO ] [sig       ] [1132/3547] Forecasting EWTX...
[2025-12-04T20:35:25.574102] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-04T20:35:25.574134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-04T20:35:25.587258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-04T20:35:25.587737] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-04T20:35:25.588665] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-04T20:35:25.588715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:25.588781] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:25.588807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:25.588863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:25.646641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:25.647719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:25.647811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:25.647843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:25.773679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:25.773911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:25.773956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:25.773984] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:25.777918] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-04T20:35:25.778244] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-04T20:35:25.781458] [INFO ] [sig       ] EWTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:25.927764] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EWTX.txt
[2025-12-04T20:35:25.928024] [INFO ] [sig       ] [1132/3547] Completed EWTX in 0.4s | 2.93 sym/s | Total: 6.4m | ETA: 13.8m
[2025-12-04T20:35:25.928091] [INFO ] [sig       ] [1133/3547] Forecasting EWZS...
[2025-12-04T20:35:25.928124] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-04T20:35:25.928167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-04T20:35:25.942540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-04T20:35:25.943192] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-04T20:35:25.944143] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-04T20:35:25.944196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:25.944226] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:25.944252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:25.944307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:26.003959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:26.004976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:26.005067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:26.005100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:26.138092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:26.138340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:26.138387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:26.138415] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:26.142341] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2025-12-04T20:35:26.142682] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-04T20:35:26.142860] [INFO ] [sig       ] EWZS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:26.283624] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EWZS.txt
[2025-12-04T20:35:26.283796] [INFO ] [sig       ] [1133/3547] Completed EWZS in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:26.283835] [INFO ] [sig       ] [1134/3547] Forecasting EXAS...
[2025-12-04T20:35:26.283863] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-04T20:35:26.283893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-04T20:35:26.296325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-04T20:35:26.296702] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-04T20:35:26.297675] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-04T20:35:26.297728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:26.297761] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:26.297787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:26.297843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:26.362287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:26.363401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:26.363495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:26.363528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:26.490003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:26.490235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:26.490282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:26.490309] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:26.494089] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-12-04T20:35:26.494389] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-04T20:35:26.494519] [INFO ] [sig       ] EXAS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:26.635279] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EXAS.txt
[2025-12-04T20:35:26.635476] [INFO ] [sig       ] [1134/3547] Completed EXAS in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:26.635516] [INFO ] [sig       ] [1135/3547] Forecasting EXC...
[2025-12-04T20:35:26.635547] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-04T20:35:26.635607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-04T20:35:26.649092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-04T20:35:26.649545] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-04T20:35:26.650489] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-04T20:35:26.650540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:26.650600] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:26.650629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:26.650685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:26.706836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:26.707909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:26.708003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:26.708037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:26.831304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:26.831539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:26.831599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:26.831713] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:26.835448] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=28.15%)
[2025-12-04T20:35:26.835763] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-04T20:35:26.835893] [INFO ] [sig       ] EXC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:26.977694] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EXC.txt
[2025-12-04T20:35:26.977901] [INFO ] [sig       ] [1135/3547] Completed EXC in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:26.977944] [INFO ] [sig       ] [1136/3547] Forecasting EXEL...
[2025-12-04T20:35:26.977976] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-04T20:35:26.978009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-04T20:35:26.990858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-04T20:35:26.991318] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-04T20:35:26.992221] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-04T20:35:26.992273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:26.992305] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:26.992331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:26.992388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:27.048876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:27.050013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:27.050119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:27.050152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:27.173291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:27.173527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:27.173588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:27.173620] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:27.177391] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-04T20:35:27.177703] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-04T20:35:27.177835] [INFO ] [sig       ] EXEL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:27.317143] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EXEL.txt
[2025-12-04T20:35:27.317340] [INFO ] [sig       ] [1136/3547] Completed EXEL in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:27.317382] [INFO ] [sig       ] [1137/3547] Forecasting EXFY...
[2025-12-04T20:35:27.317413] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-04T20:35:27.317444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-04T20:35:27.330073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-04T20:35:27.330616] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-04T20:35:27.331494] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-04T20:35:27.331548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:27.331611] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:27.331643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:27.331704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:27.392423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:27.393819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:27.393934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:27.393968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:27.516841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:27.517080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:27.517129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:27.517164] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:27.521093] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-04T20:35:27.521403] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-04T20:35:27.521596] [INFO ] [sig       ] EXFY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:27.662504] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EXFY.txt
[2025-12-04T20:35:27.662724] [INFO ] [sig       ] [1137/3547] Completed EXFY in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:27.662769] [INFO ] [sig       ] [1138/3547] Forecasting EXK...
[2025-12-04T20:35:27.662802] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-04T20:35:27.662834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-04T20:35:27.676434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-04T20:35:27.676865] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-04T20:35:27.677696] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-04T20:35:27.677746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:27.677776] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:27.677801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:27.677855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:27.732866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:27.733486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:27.733586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:27.733619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:27.854055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:27.854226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:27.854279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:27.854315] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:27.858459] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-04T20:35:27.858801] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-04T20:35:27.858947] [INFO ] [sig       ] EXK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:28.001361] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EXK.txt
[2025-12-04T20:35:28.001502] [INFO ] [sig       ] [1138/3547] Completed EXK in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:28.001539] [INFO ] [sig       ] [1139/3547] Forecasting EXLS...
[2025-12-04T20:35:28.001567] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-04T20:35:28.001615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-04T20:35:28.012975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-04T20:35:28.013253] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-04T20:35:28.014046] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-04T20:35:28.014095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:28.014125] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:28.014150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:28.014204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:28.071320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:28.072010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:28.072088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:28.072120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:28.193329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:28.193497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:28.193537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:28.193565] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:28.196902] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-04T20:35:28.197167] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-04T20:35:28.197287] [INFO ] [sig       ] EXLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:28.341415] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EXLS.txt
[2025-12-04T20:35:28.341587] [INFO ] [sig       ] [1139/3547] Completed EXLS in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:28.341629] [INFO ] [sig       ] [1140/3547] Forecasting EXP...
[2025-12-04T20:35:28.341656] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-04T20:35:28.341687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-04T20:35:28.352929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-04T20:35:28.353285] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-04T20:35:28.354053] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-04T20:35:28.354102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:28.354133] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:28.354158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:28.354211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:28.409949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:28.410823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:28.410904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:28.410936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:28.527124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:28.527279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:28.527318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:28.527349] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:28.530770] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-04T20:35:28.531049] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-04T20:35:28.531170] [INFO ] [sig       ] EXP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:28.672121] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EXP.txt
[2025-12-04T20:35:28.672247] [INFO ] [sig       ] [1140/3547] Completed EXP in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:28.672282] [INFO ] [sig       ] [1141/3547] Forecasting EXPE...
[2025-12-04T20:35:28.672310] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-04T20:35:28.672339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-04T20:35:28.684164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-04T20:35:28.684455] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-04T20:35:28.685206] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-04T20:35:28.685255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:28.685284] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:28.685309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:28.685367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:28.741014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:28.741668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:28.741741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:28.741771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:28.864786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:28.864931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:28.864968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:28.864994] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:28.868231] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-04T20:35:28.868512] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-04T20:35:28.868643] [INFO ] [sig       ] EXPE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:29.008701] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/EXPE.txt
[2025-12-04T20:35:29.008837] [INFO ] [sig       ] [1141/3547] Completed EXPE in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:29.008874] [INFO ] [sig       ] [1142/3547] Forecasting EXPI...
[2025-12-04T20:35:29.008901] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-04T20:35:29.008929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-04T20:35:29.019981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-04T20:35:29.020259] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-04T20:35:29.021029] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-04T20:35:29.021078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:29.021107] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:29.021132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:29.021186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:29.079716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:29.080612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:29.080736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:29.080769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:29.197671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:29.197815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:29.197855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:29.197881] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:29.201192] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-12-04T20:35:29.201448] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-04T20:35:29.201561] [INFO ] [sig       ] EXPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:29.345088] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EXPI.txt
[2025-12-04T20:35:29.345206] [INFO ] [sig       ] [1142/3547] Completed EXPI in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:29.345241] [INFO ] [sig       ] [1143/3547] Forecasting EXPO...
[2025-12-04T20:35:29.345270] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-04T20:35:29.345299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-04T20:35:29.356923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-04T20:35:29.357254] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-04T20:35:29.358118] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-04T20:35:29.358170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:29.358201] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:29.358229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:29.358312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:29.415402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:29.416096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:29.416174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:29.416206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:29.533409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:29.533558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:29.533615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:29.533642] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:29.536905] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-04T20:35:29.537185] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-04T20:35:29.537300] [INFO ] [sig       ] EXPO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:29.679747] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EXPO.txt
[2025-12-04T20:35:29.679898] [INFO ] [sig       ] [1143/3547] Completed EXPO in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:29.679935] [INFO ] [sig       ] [1144/3547] Forecasting EYE...
[2025-12-04T20:35:29.679964] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-04T20:35:29.679991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-04T20:35:29.691384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-04T20:35:29.691718] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-04T20:35:29.692450] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-04T20:35:29.692511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:29.692541] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:29.692566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:29.692641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:29.747419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:29.748267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:29.748381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:29.748412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:29.867469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:29.867649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:29.867690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:29.867717] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:29.871205] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-04T20:35:29.871477] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-04T20:35:29.871612] [INFO ] [sig       ] EYE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:30.016173] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EYE.txt
[2025-12-04T20:35:30.016306] [INFO ] [sig       ] [1144/3547] Completed EYE in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:30.016343] [INFO ] [sig       ] [1145/3547] Forecasting EZGO...
[2025-12-04T20:35:30.016373] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-04T20:35:30.016402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-04T20:35:30.027606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-04T20:35:30.027899] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-04T20:35:30.028699] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-04T20:35:30.028748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:30.028778] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:30.028803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:30.028856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:30.085608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:30.086607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:30.086693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:30.086724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:30.199008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:30.199155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:30.199197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:30.199224] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:30.202590] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=31.02%)
[2025-12-04T20:35:30.202859] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-04T20:35:30.202977] [INFO ] [sig       ] EZGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:30.339863] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/EZGO.txt
[2025-12-04T20:35:30.340013] [INFO ] [sig       ] [1145/3547] Completed EZGO in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:30.340049] [INFO ] [sig       ] [1146/3547] Forecasting F...
[2025-12-04T20:35:30.340077] [INFO ] [sig       ] Generating forecast for: F
[2025-12-04T20:35:30.340107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-04T20:35:30.351061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-04T20:35:30.351352] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-04T20:35:30.352103] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-04T20:35:30.352152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:30.352182] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:30.352208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:30.352262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:30.407032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:30.407737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:30.407813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:30.407844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:30.525543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:30.525703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:30.525741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:30.525768] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:30.529015] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-12-04T20:35:30.529283] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-04T20:35:30.529421] [INFO ] [sig       ] F: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:30.666236] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/F.txt
[2025-12-04T20:35:30.666359] [INFO ] [sig       ] [1146/3547] Completed F in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:30.666395] [INFO ] [sig       ] [1147/3547] Forecasting FA...
[2025-12-04T20:35:30.666422] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-04T20:35:30.666451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-04T20:35:30.678028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-04T20:35:30.678312] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-04T20:35:30.679086] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-04T20:35:30.679134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:30.679165] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:30.679190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:30.679244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:30.735070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:30.735681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:30.735753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:30.735783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:30.851723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:30.851863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:30.851899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:30.851926] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:30.855132] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2025-12-04T20:35:30.855387] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-04T20:35:30.855503] [INFO ] [sig       ] FA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:30.996830] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FA.txt
[2025-12-04T20:35:30.997050] [INFO ] [sig       ] [1147/3547] Completed FA in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:30.997099] [INFO ] [sig       ] [1148/3547] Forecasting FAF...
[2025-12-04T20:35:30.997128] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-04T20:35:30.997161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-04T20:35:31.010674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-04T20:35:31.011120] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-04T20:35:31.012115] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-04T20:35:31.012165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:31.012198] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:31.012224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:31.012280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:31.070849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:31.072098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:31.072205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:31.072237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:31.194445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:31.194747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:31.194810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:31.194841] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:31.199298] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2025-12-04T20:35:31.199681] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-04T20:35:31.199843] [INFO ] [sig       ] FAF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:31.344151] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FAF.txt
[2025-12-04T20:35:31.344329] [INFO ] [sig       ] [1148/3547] Completed FAF in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:31.344368] [INFO ] [sig       ] [1149/3547] Forecasting FALN...
[2025-12-04T20:35:31.344395] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-04T20:35:31.344425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-04T20:35:31.358235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-04T20:35:31.358814] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-04T20:35:31.359733] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-04T20:35:31.359785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:31.359854] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:31.359883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:31.359942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:31.419812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:31.420972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:31.421073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:31.421106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:31.548420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:31.548668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:31.548713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:31.548741] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:31.552606] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-04T20:35:31.552919] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-04T20:35:31.553078] [INFO ] [sig       ] FALN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:31.698010] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FALN.txt
[2025-12-04T20:35:31.698214] [INFO ] [sig       ] [1149/3547] Completed FALN in 0.4s | 2.93 sym/s | Total: 6.5m | ETA: 13.7m
[2025-12-04T20:35:31.698265] [INFO ] [sig       ] [1150/3547] Forecasting FANG...
[2025-12-04T20:35:31.698315] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-04T20:35:31.698347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-04T20:35:31.711649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-04T20:35:31.712171] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-04T20:35:31.713098] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-04T20:35:31.713151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:31.713183] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:31.713209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:31.713265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:31.775239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:31.776384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:31.776497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:31.776539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:31.901635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:31.901856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:31.901901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:31.901929] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:31.905740] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-04T20:35:31.906076] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-04T20:35:31.906220] [INFO ] [sig       ] FANG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:32.047433] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FANG.txt
[2025-12-04T20:35:32.047635] [INFO ] [sig       ] [1150/3547] Completed FANG in 0.3s | 2.93 sym/s | Total: 6.5m | ETA: 13.6m
[2025-12-04T20:35:32.047685] [INFO ] [sig       ] [1151/3547] Forecasting FARM...
[2025-12-04T20:35:32.047715] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-04T20:35:32.047745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-04T20:35:32.060842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-04T20:35:32.061365] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-04T20:35:32.062258] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-04T20:35:32.062308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:32.062339] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:32.062365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:32.062421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:32.118366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:32.119522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:32.119638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:32.119671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:32.238127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:32.238384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:32.238458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:32.238487] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:32.242331] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-04T20:35:32.242643] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-04T20:35:32.242777] [INFO ] [sig       ] FARM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:32.382471] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FARM.txt
[2025-12-04T20:35:32.382689] [INFO ] [sig       ] [1151/3547] Completed FARM in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:32.382734] [INFO ] [sig       ] [1152/3547] Forecasting FBIN...
[2025-12-04T20:35:32.382762] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-04T20:35:32.382795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-04T20:35:32.395548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-04T20:35:32.396039] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-04T20:35:32.396932] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-04T20:35:32.396982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:32.397012] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:32.397037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:32.397091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:32.454793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:32.455915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:32.456016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:32.456048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:32.581802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:32.582034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:32.582078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:32.582151] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:32.586186] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-04T20:35:32.586508] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-04T20:35:32.586663] [INFO ] [sig       ] FBIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:32.732563] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FBIN.txt
[2025-12-04T20:35:32.732795] [INFO ] [sig       ] [1152/3547] Completed FBIN in 0.4s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:32.732838] [INFO ] [sig       ] [1153/3547] Forecasting FBIO...
[2025-12-04T20:35:32.732868] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-04T20:35:32.732902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-04T20:35:32.745812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-04T20:35:32.746367] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-04T20:35:32.747255] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-04T20:35:32.747305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:32.747335] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:32.747359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:32.747441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:32.803499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:32.804483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:32.804606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:32.804642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:32.927140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:32.927300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:32.927341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:32.927371] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:32.931001] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-04T20:35:32.931287] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-04T20:35:32.931426] [INFO ] [sig       ] FBIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:33.070424] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FBIO.txt
[2025-12-04T20:35:33.070553] [INFO ] [sig       ] [1153/3547] Completed FBIO in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:33.070608] [INFO ] [sig       ] [1154/3547] Forecasting FBIZ...
[2025-12-04T20:35:33.070636] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-04T20:35:33.070666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-04T20:35:33.081165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-04T20:35:33.081427] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-04T20:35:33.082188] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-04T20:35:33.082237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:33.082267] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:33.082293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:33.082350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:33.137545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:33.138241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:33.138337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:33.138372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:33.259401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:33.259551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:33.259606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:33.259636] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:33.262885] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-12-04T20:35:33.263144] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-04T20:35:33.263262] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:33.399191] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FBIZ.txt
[2025-12-04T20:35:33.399311] [INFO ] [sig       ] [1154/3547] Completed FBIZ in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:33.399348] [INFO ] [sig       ] [1155/3547] Forecasting FBK...
[2025-12-04T20:35:33.399375] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-04T20:35:33.399405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-04T20:35:33.410393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-04T20:35:33.410703] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-04T20:35:33.411485] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-04T20:35:33.411536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:33.411595] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:33.411625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:33.411682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:33.469843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:33.470482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:33.470560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:33.470610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:33.589623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:33.589767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:33.589806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:33.589833] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:33.593232] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-04T20:35:33.593489] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-04T20:35:33.593620] [INFO ] [sig       ] FBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:33.738687] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FBK.txt
[2025-12-04T20:35:33.738833] [INFO ] [sig       ] [1155/3547] Completed FBK in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:33.738870] [INFO ] [sig       ] [1156/3547] Forecasting FBL...
[2025-12-04T20:35:33.738897] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-04T20:35:33.738926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-04T20:35:33.749835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-04T20:35:33.750130] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-04T20:35:33.750945] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-04T20:35:33.750995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:33.751025] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:33.751050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:33.751103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:33.806800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:33.807621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:33.807699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:33.807732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:33.930427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:33.930601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:33.930647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:33.930676] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:33.934019] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-04T20:35:33.934278] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-04T20:35:33.934393] [INFO ] [sig       ] FBL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:34.071461] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FBL.txt
[2025-12-04T20:35:34.071615] [INFO ] [sig       ] [1156/3547] Completed FBL in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:34.071655] [INFO ] [sig       ] [1157/3547] Forecasting FBNC...
[2025-12-04T20:35:34.071682] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-04T20:35:34.071715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-04T20:35:34.082830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-04T20:35:34.083106] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-04T20:35:34.083875] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-04T20:35:34.083924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:34.083954] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:34.083980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:34.084034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:34.139740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:34.140329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:34.140405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:34.140438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:34.257025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:34.257154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:34.257191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:34.257217] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:34.260617] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-04T20:35:34.260875] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-04T20:35:34.260990] [INFO ] [sig       ] FBNC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:34.400535] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FBNC.txt
[2025-12-04T20:35:34.400737] [INFO ] [sig       ] [1157/3547] Completed FBNC in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:34.400792] [INFO ] [sig       ] [1158/3547] Forecasting FBP...
[2025-12-04T20:35:34.400829] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-04T20:35:34.400864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-04T20:35:34.412726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-04T20:35:34.413099] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-04T20:35:34.413964] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-04T20:35:34.414019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:34.414050] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:34.414077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:34.414133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:34.470884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:34.471801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:34.471885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:34.471917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:34.590948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:34.591088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:34.591126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:34.591152] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:34.594384] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-12-04T20:35:34.594663] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-04T20:35:34.594777] [INFO ] [sig       ] FBP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:34.746489] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FBP.txt
[2025-12-04T20:35:34.746758] [INFO ] [sig       ] [1158/3547] Completed FBP in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:34.746802] [INFO ] [sig       ] [1159/3547] Forecasting FC...
[2025-12-04T20:35:34.746841] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-04T20:35:34.746874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-04T20:35:34.760742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-04T20:35:34.761297] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-04T20:35:34.762236] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-04T20:35:34.762290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:34.762320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:34.762348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:34.762407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:34.822446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:34.823687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:34.823890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:34.823928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:34.958546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:34.958873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:34.958921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:34.958949] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:34.963043] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-04T20:35:34.963379] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-04T20:35:34.963525] [INFO ] [sig       ] FC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:35.114267] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FC.txt
[2025-12-04T20:35:35.114484] [INFO ] [sig       ] [1159/3547] Completed FC in 0.4s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:35.114526] [INFO ] [sig       ] [1160/3547] Forecasting FCAL...
[2025-12-04T20:35:35.114554] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-04T20:35:35.114607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-04T20:35:35.127938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-04T20:35:35.128342] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-04T20:35:35.129183] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-04T20:35:35.129235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:35.129265] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:35.129291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:35.129346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:35.186339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:35.187139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:35.187223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:35.187255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:35.295374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:35.295536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:35.295593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:35.295624] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:35.298987] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-04T20:35:35.299257] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-04T20:35:35.299379] [INFO ] [sig       ] FCAL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:35.436754] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FCAL.txt
[2025-12-04T20:35:35.436909] [INFO ] [sig       ] [1160/3547] Completed FCAL in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:35.436946] [INFO ] [sig       ] [1161/3547] Forecasting FCBC...
[2025-12-04T20:35:35.436974] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-04T20:35:35.437004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-04T20:35:35.448216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-04T20:35:35.448630] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-04T20:35:35.449399] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-04T20:35:35.449459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:35.449496] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:35.449527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:35.449607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:35.507123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:35.508048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:35.508136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:35.508167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:35.627780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:35.627932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:35.627971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:35.627998] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:35.631377] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-04T20:35:35.631669] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-04T20:35:35.631789] [INFO ] [sig       ] FCBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:35.767427] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FCBC.txt
[2025-12-04T20:35:35.767546] [INFO ] [sig       ] [1161/3547] Completed FCBC in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:35.767598] [INFO ] [sig       ] [1162/3547] Forecasting FCCO...
[2025-12-04T20:35:35.767629] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-04T20:35:35.767659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-04T20:35:35.779514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-04T20:35:35.779936] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-04T20:35:35.780781] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-04T20:35:35.780832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:35.780862] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:35.780886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:35.780940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:35.839070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:35.839999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:35.840083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:35.840114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:35.965529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:35.965672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:35.965713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:35.965753] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:35.969148] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-04T20:35:35.969429] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-04T20:35:35.969559] [INFO ] [sig       ] FCCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:36.124355] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FCCO.txt
[2025-12-04T20:35:36.124567] [INFO ] [sig       ] [1162/3547] Completed FCCO in 0.4s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:36.124628] [INFO ] [sig       ] [1163/3547] Forecasting FCEL...
[2025-12-04T20:35:36.124655] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-04T20:35:36.124685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-04T20:35:36.135544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-04T20:35:36.135872] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-04T20:35:36.136624] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-04T20:35:36.136673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:36.136703] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:36.136728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:36.136782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:36.192618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:36.193379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:36.193456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:36.193486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:36.312744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:36.312892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:36.312942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:36.312971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:36.316311] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-04T20:35:36.316612] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-04T20:35:36.316763] [INFO ] [sig       ] FCEL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:36.458196] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FCEL.txt
[2025-12-04T20:35:36.458364] [INFO ] [sig       ] [1163/3547] Completed FCEL in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:36.458405] [INFO ] [sig       ] [1164/3547] Forecasting FCF...
[2025-12-04T20:35:36.458431] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-04T20:35:36.458460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-04T20:35:36.469952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-04T20:35:36.470292] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-04T20:35:36.471095] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-04T20:35:36.471144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:36.471174] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:36.471200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:36.471254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:36.527235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:36.528073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:36.528155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:36.528207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:36.648959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:36.649108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:36.649147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:36.649174] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:36.652396] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-12-04T20:35:36.652669] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-04T20:35:36.652784] [INFO ] [sig       ] FCF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:36.790606] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FCF.txt
[2025-12-04T20:35:36.790739] [INFO ] [sig       ] [1164/3547] Completed FCF in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:36.790778] [INFO ] [sig       ] [1165/3547] Forecasting FCFS...
[2025-12-04T20:35:36.790806] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-04T20:35:36.790835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-04T20:35:36.802594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-04T20:35:36.802900] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-04T20:35:36.803675] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-04T20:35:36.803725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:36.803756] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:36.803781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:36.803834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:36.859955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:36.860599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:36.860676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:36.860707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:36.980150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:36.980289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:36.980326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:36.980354] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:36.983709] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-04T20:35:36.983974] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-04T20:35:36.984095] [INFO ] [sig       ] FCFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:37.125847] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FCFS.txt
[2025-12-04T20:35:37.125977] [INFO ] [sig       ] [1165/3547] Completed FCFS in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:37.126014] [INFO ] [sig       ] [1166/3547] Forecasting FCN...
[2025-12-04T20:35:37.126041] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-04T20:35:37.126070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-04T20:35:37.137308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-04T20:35:37.137609] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-04T20:35:37.138378] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-04T20:35:37.138427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:37.138481] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:37.138507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:37.138591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:37.196210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:37.196879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:37.196956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:37.196988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:37.313204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:37.313352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:37.313389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:37.313415] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:37.316717] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-04T20:35:37.316978] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-04T20:35:37.317093] [INFO ] [sig       ] FCN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:37.455979] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FCN.txt
[2025-12-04T20:35:37.456129] [INFO ] [sig       ] [1166/3547] Completed FCN in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.6m
[2025-12-04T20:35:37.456167] [INFO ] [sig       ] [1167/3547] Forecasting FCNCA...
[2025-12-04T20:35:37.456195] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-04T20:35:37.456224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-04T20:35:37.468071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-04T20:35:37.468403] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-04T20:35:37.469166] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-04T20:35:37.469215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:37.469244] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:37.469269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:37.469323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:37.531529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:37.532175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:37.532249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:37.532280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:37.646300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:37.646437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:37.646482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:37.646515] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:37.649806] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-12-04T20:35:37.650062] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-04T20:35:37.650179] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:37.787256] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FCNCA.txt
[2025-12-04T20:35:37.787375] [INFO ] [sig       ] [1167/3547] Completed FCNCA in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.5m
[2025-12-04T20:35:37.787411] [INFO ] [sig       ] [1168/3547] Forecasting FCNCO...
[2025-12-04T20:35:37.787438] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-04T20:35:37.787469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-04T20:35:37.798858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-04T20:35:37.799101] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-04T20:35:37.799897] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-04T20:35:37.799946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:37.799976] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:37.800002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:37.800055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:37.855869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:37.856735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:37.856816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:37.856847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:37.956468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:37.956640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:37.956680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:37.956705] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:37.960513] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-12-04T20:35:37.960890] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-04T20:35:37.961044] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:38.108242] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FCNCO.txt
[2025-12-04T20:35:38.108385] [INFO ] [sig       ] [1168/3547] Completed FCNCO in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 13.5m
[2025-12-04T20:35:38.108421] [INFO ] [sig       ] [1169/3547] Forecasting FCNCP...
[2025-12-04T20:35:38.108448] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-04T20:35:38.108477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-04T20:35:38.119104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-04T20:35:38.119397] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-04T20:35:38.120163] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-04T20:35:38.120212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:38.120242] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:38.120266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:38.120320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:38.175190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:38.175818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:38.175892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:38.175922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:38.278087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:38.278247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:38.278308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:38.278383] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:38.282140] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-12-04T20:35:38.282438] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-04T20:35:38.282593] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:38.427148] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FCNCP.txt
[2025-12-04T20:35:38.427300] [INFO ] [sig       ] [1169/3547] Completed FCNCP in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:38.427337] [INFO ] [sig       ] [1170/3547] Forecasting FCTE...
[2025-12-04T20:35:38.427364] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-04T20:35:38.427399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-04T20:35:38.439201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-04T20:35:38.439567] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-04T20:35:38.440372] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-04T20:35:38.440425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:38.440456] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:38.440482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:38.440542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:38.496513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:38.497371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:38.497480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:38.497516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:38.618043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:38.618198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:38.618238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:38.618266] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:38.621738] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-04T20:35:38.622006] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-04T20:35:38.622126] [INFO ] [sig       ] FCTE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:38.758134] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FCTE.txt
[2025-12-04T20:35:38.758315] [INFO ] [sig       ] [1170/3547] Completed FCTE in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:38.758356] [INFO ] [sig       ] [1171/3547] Forecasting FCX...
[2025-12-04T20:35:38.758385] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-04T20:35:38.758414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-04T20:35:38.769864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-04T20:35:38.770201] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-04T20:35:38.770982] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-04T20:35:38.771031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:38.771061] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:38.771085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:38.771139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:38.827354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:38.828182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:38.828265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:38.828315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:38.954963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:38.955135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:38.955176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:38.955205] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:38.958590] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-04T20:35:38.958867] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-04T20:35:38.958993] [INFO ] [sig       ] FCX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:39.100928] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FCX.txt
[2025-12-04T20:35:39.101074] [INFO ] [sig       ] [1171/3547] Completed FCX in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:39.101111] [INFO ] [sig       ] [1172/3547] Forecasting FDBC...
[2025-12-04T20:35:39.101138] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-04T20:35:39.101168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-04T20:35:39.111031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-04T20:35:39.111330] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-04T20:35:39.112234] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-04T20:35:39.112289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:39.112318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:39.112343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:39.112396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:39.168019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:39.168921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:39.169002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:39.169034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:39.258625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:39.258771] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:35:39.258809] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:39.258837] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:39.262098] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-04T20:35:39.262371] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-04T20:35:39.262489] [INFO ] [sig       ] FDBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:39.405226] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FDBC.txt
[2025-12-04T20:35:39.405362] [INFO ] [sig       ] [1172/3547] Completed FDBC in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:39.405399] [INFO ] [sig       ] [1173/3547] Forecasting FDIF...
[2025-12-04T20:35:39.405426] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-04T20:35:39.405455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-04T20:35:39.415839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-04T20:35:39.416093] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-04T20:35:39.416852] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-04T20:35:39.416900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:39.416929] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:39.416954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:39.417007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:39.473402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:39.474111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:39.474189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:39.474223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:39.586315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:39.586468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:39.586510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:39.586539] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:39.589934] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-04T20:35:39.590216] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-04T20:35:39.590343] [INFO ] [sig       ] FDIF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:39.733189] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FDIF.txt
[2025-12-04T20:35:39.733324] [INFO ] [sig       ] [1173/3547] Completed FDIF in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:39.733361] [INFO ] [sig       ] [1174/3547] Forecasting FDP...
[2025-12-04T20:35:39.733388] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-04T20:35:39.733416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-04T20:35:39.744365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-04T20:35:39.744659] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-04T20:35:39.745407] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-04T20:35:39.745456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:39.745486] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:39.745512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:39.745565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:39.801332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:39.802046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:39.802120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:39.802151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:39.922848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:39.922973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:39.923008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:39.923034] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:39.926167] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-04T20:35:39.926425] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-04T20:35:39.926540] [INFO ] [sig       ] FDP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:40.063843] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FDP.txt
[2025-12-04T20:35:40.063967] [INFO ] [sig       ] [1174/3547] Completed FDP in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:40.064003] [INFO ] [sig       ] [1175/3547] Forecasting FDS...
[2025-12-04T20:35:40.064032] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-04T20:35:40.064059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-04T20:35:40.074639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-04T20:35:40.074917] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-04T20:35:40.075682] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-04T20:35:40.075732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:40.075761] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:40.075787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:40.075840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:40.131423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:40.132100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:40.132175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:40.132205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:40.248811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:40.248942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:40.248979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:40.249006] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:40.252244] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-12-04T20:35:40.252500] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-04T20:35:40.252637] [INFO ] [sig       ] FDS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:40.388635] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FDS.txt
[2025-12-04T20:35:40.388754] [INFO ] [sig       ] [1175/3547] Completed FDS in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:40.388790] [INFO ] [sig       ] [1176/3547] Forecasting FDTX...
[2025-12-04T20:35:40.388818] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-04T20:35:40.388855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-04T20:35:40.399547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-04T20:35:40.399850] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-04T20:35:40.400604] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-04T20:35:40.400657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:40.400687] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:40.400713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:40.400767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:40.457997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:40.458640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:40.458744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:40.458777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:40.575408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:40.575547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:40.575602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:40.575632] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:40.578864] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-04T20:35:40.579123] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-04T20:35:40.579237] [INFO ] [sig       ] FDTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:40.721560] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FDTX.txt
[2025-12-04T20:35:40.721702] [INFO ] [sig       ] [1176/3547] Completed FDTX in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:40.721738] [INFO ] [sig       ] [1177/3547] Forecasting FDUS...
[2025-12-04T20:35:40.721766] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-04T20:35:40.721794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-04T20:35:40.732863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-04T20:35:40.733135] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-04T20:35:40.733888] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-04T20:35:40.733937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:40.733966] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:40.733992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:40.734045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:40.792606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:40.793278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:40.793355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:40.793387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:40.920758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:40.921000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:40.921051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:40.921081] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:40.925057] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-04T20:35:40.925368] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-04T20:35:40.925509] [INFO ] [sig       ] FDUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:41.128466] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FDUS.txt
[2025-12-04T20:35:41.128640] [INFO ] [sig       ] [1177/3547] Completed FDUS in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:41.128680] [INFO ] [sig       ] [1178/3547] Forecasting FDX...
[2025-12-04T20:35:41.128708] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-04T20:35:41.128737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-04T20:35:41.140087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-04T20:35:41.140351] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-04T20:35:41.141129] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-04T20:35:41.141179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:41.141209] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:41.141234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:41.141288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:41.198470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:41.199151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:41.199230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:41.199265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:41.324958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:41.325112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:41.325149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:41.325176] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:41.328660] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-04T20:35:41.328930] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-04T20:35:41.329048] [INFO ] [sig       ] FDX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:41.466048] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FDX.txt
[2025-12-04T20:35:41.466175] [INFO ] [sig       ] [1178/3547] Completed FDX in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:41.466211] [INFO ] [sig       ] [1179/3547] Forecasting FE...
[2025-12-04T20:35:41.466238] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-04T20:35:41.466267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-04T20:35:41.477427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-04T20:35:41.477730] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-04T20:35:41.478544] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-04T20:35:41.478631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:41.478663] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:41.478687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:41.478740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:41.533965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:41.534599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:41.534674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:41.534704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:41.653875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:41.654045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:41.654085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:41.654113] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:41.657483] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2025-12-04T20:35:41.657777] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-04T20:35:41.657900] [INFO ] [sig       ] FE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:41.808473] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FE.txt
[2025-12-04T20:35:41.808686] [INFO ] [sig       ] [1179/3547] Completed FE in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:41.808726] [INFO ] [sig       ] [1180/3547] Forecasting FEIM...
[2025-12-04T20:35:41.808753] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-04T20:35:41.808783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-04T20:35:41.819991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-04T20:35:41.820333] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-04T20:35:41.821129] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-04T20:35:41.821180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:41.821210] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:41.821236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:41.821289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:41.880369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:41.881144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:41.881229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:41.881261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:42.001081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:42.001237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:42.001275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:42.001302] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:42.004616] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-12-04T20:35:42.004898] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-04T20:35:42.005020] [INFO ] [sig       ] FEIM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:42.141353] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FEIM.txt
[2025-12-04T20:35:42.141502] [INFO ] [sig       ] [1180/3547] Completed FEIM in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:42.141540] [INFO ] [sig       ] [1181/3547] Forecasting FELE...
[2025-12-04T20:35:42.141567] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-04T20:35:42.141618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-04T20:35:42.153432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-04T20:35:42.153796] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-04T20:35:42.154563] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-04T20:35:42.154632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:42.154662] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:42.154688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:42.154743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:42.210841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:42.211691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:42.211772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:42.211805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:42.331500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:42.331678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:42.331717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:42.331744] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:42.335055] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-04T20:35:42.335347] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-04T20:35:42.335476] [INFO ] [sig       ] FELE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:42.475006] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FELE.txt
[2025-12-04T20:35:42.475155] [INFO ] [sig       ] [1181/3547] Completed FELE in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:42.475193] [INFO ] [sig       ] [1182/3547] Forecasting FEM...
[2025-12-04T20:35:42.475221] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-04T20:35:42.475250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-04T20:35:42.486420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-04T20:35:42.486817] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-04T20:35:42.487596] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-04T20:35:42.487647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:42.487679] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:42.487707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:42.487764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:42.544127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:42.544772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:42.544848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:42.544880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:42.663157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:42.663300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:42.663338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:42.663365] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:42.666636] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=60.03%)
[2025-12-04T20:35:42.666896] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-04T20:35:42.667011] [INFO ] [sig       ] FEM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:42.804104] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FEM.txt
[2025-12-04T20:35:42.804232] [INFO ] [sig       ] [1182/3547] Completed FEM in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:42.804275] [INFO ] [sig       ] [1183/3547] Forecasting FEMB...
[2025-12-04T20:35:42.804304] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-04T20:35:42.804333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-04T20:35:42.815699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-04T20:35:42.815968] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-04T20:35:42.816721] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-04T20:35:42.816770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:42.816825] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:42.816852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:42.816906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:42.873017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:42.873619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:42.873693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:42.873724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:42.993467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:42.993650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:42.993689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:42.993715] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:42.997063] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-12-04T20:35:42.997322] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-04T20:35:42.997442] [INFO ] [sig       ] FEMB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:43.134931] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FEMB.txt
[2025-12-04T20:35:43.135054] [INFO ] [sig       ] [1183/3547] Completed FEMB in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.5m
[2025-12-04T20:35:43.135090] [INFO ] [sig       ] [1184/3547] Forecasting FEMS...
[2025-12-04T20:35:43.135117] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-04T20:35:43.135146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-04T20:35:43.146146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-04T20:35:43.146435] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-04T20:35:43.147370] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-04T20:35:43.147421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:43.147452] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:43.147478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:43.147534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:43.205732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:43.206393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:43.206469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:43.206501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:43.328321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:43.328451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:43.328490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:43.328517] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:43.331797] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-04T20:35:43.332050] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-04T20:35:43.332204] [INFO ] [sig       ] FEMS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:43.472325] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FEMS.txt
[2025-12-04T20:35:43.472448] [INFO ] [sig       ] [1184/3547] Completed FEMS in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.4m
[2025-12-04T20:35:43.472485] [INFO ] [sig       ] [1185/3547] Forecasting FEP...
[2025-12-04T20:35:43.472514] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-04T20:35:43.472542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-04T20:35:43.483275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-04T20:35:43.483546] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-04T20:35:43.484329] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-04T20:35:43.484379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:43.484410] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:43.484437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:43.484492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:43.542344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:43.542994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:43.543070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:43.543102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:43.663984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:43.664140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:43.664177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:43.664203] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:43.667480] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-04T20:35:43.667762] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-04T20:35:43.667879] [INFO ] [sig       ] FEP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:43.809545] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FEP.txt
[2025-12-04T20:35:43.809706] [INFO ] [sig       ] [1185/3547] Completed FEP in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.4m
[2025-12-04T20:35:43.809743] [INFO ] [sig       ] [1186/3547] Forecasting FEPI...
[2025-12-04T20:35:43.809770] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-04T20:35:43.809800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-04T20:35:43.821221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-04T20:35:43.821602] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-04T20:35:43.822416] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-04T20:35:43.822467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:43.822498] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:43.822524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:43.822597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:43.879528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:43.880375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:43.880455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:43.880487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:44.003340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:44.003494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:44.003553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:44.003638] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:44.007085] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-04T20:35:44.007360] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-04T20:35:44.007486] [INFO ] [sig       ] FEPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:44.145151] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FEPI.txt
[2025-12-04T20:35:44.145308] [INFO ] [sig       ] [1186/3547] Completed FEPI in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 13.4m
[2025-12-04T20:35:44.145347] [INFO ] [sig       ] [1187/3547] Forecasting FERG...
[2025-12-04T20:35:44.145375] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-04T20:35:44.145404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-04T20:35:44.156778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-04T20:35:44.157142] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-04T20:35:44.157986] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-04T20:35:44.158038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:44.158069] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:44.158094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:44.158150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:44.215979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:44.216843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:44.216923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:44.216956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:44.338203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:44.338378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:44.338416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:44.338443] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:44.341775] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-04T20:35:44.342069] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-04T20:35:44.342194] [INFO ] [sig       ] FERG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:44.493917] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FERG.txt
[2025-12-04T20:35:44.494076] [INFO ] [sig       ] [1187/3547] Completed FERG in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:44.494114] [INFO ] [sig       ] [1188/3547] Forecasting FEX...
[2025-12-04T20:35:44.494141] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-04T20:35:44.494169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-04T20:35:44.506108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-04T20:35:44.506504] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-04T20:35:44.507324] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-04T20:35:44.507373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:44.507403] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:44.507427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:44.507481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:44.568721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:44.569627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:44.569714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:44.569747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:44.682304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:44.682452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:44.682490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:44.682517] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:44.685771] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-04T20:35:44.686025] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-04T20:35:44.686140] [INFO ] [sig       ] FEX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:44.826089] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FEX.txt
[2025-12-04T20:35:44.826202] [INFO ] [sig       ] [1188/3547] Completed FEX in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:44.826236] [INFO ] [sig       ] [1189/3547] Forecasting FF...
[2025-12-04T20:35:44.826263] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-04T20:35:44.826291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-04T20:35:44.841072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-04T20:35:44.841740] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-04T20:35:44.842758] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-04T20:35:44.842819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:44.842861] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:44.842889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:44.842948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:44.899562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:44.900786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:44.900908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:44.900941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:45.022656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:45.022819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:45.022859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:45.022887] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:45.026501] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-04T20:35:45.026880] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-04T20:35:45.027029] [INFO ] [sig       ] FF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:45.172635] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FF.txt
[2025-12-04T20:35:45.172857] [INFO ] [sig       ] [1189/3547] Completed FF in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:45.172898] [INFO ] [sig       ] [1190/3547] Forecasting FFA...
[2025-12-04T20:35:45.172928] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-04T20:35:45.172965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-04T20:35:45.186460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-04T20:35:45.187065] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-04T20:35:45.188399] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-04T20:35:45.188475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:45.188536] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:45.188564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:45.188661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:45.248971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:45.250142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:45.250245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:45.250282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:45.374500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:45.374735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:45.374781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:45.374809] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:45.378745] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-04T20:35:45.379057] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-04T20:35:45.379196] [INFO ] [sig       ] FFA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:45.521888] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FFA.txt
[2025-12-04T20:35:45.522052] [INFO ] [sig       ] [1190/3547] Completed FFA in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:45.522091] [INFO ] [sig       ] [1191/3547] Forecasting FFBC...
[2025-12-04T20:35:45.522119] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-04T20:35:45.522148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-04T20:35:45.534410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-04T20:35:45.534811] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-04T20:35:45.535684] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-04T20:35:45.535736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:45.535769] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:45.535796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:45.535854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:45.593148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:45.594007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:45.594094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:45.594126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:45.713007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:45.713176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:45.713217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:45.713244] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:45.716674] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-04T20:35:45.716948] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-04T20:35:45.717071] [INFO ] [sig       ] FFBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:45.852688] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FFBC.txt
[2025-12-04T20:35:45.852839] [INFO ] [sig       ] [1191/3547] Completed FFBC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:45.852876] [INFO ] [sig       ] [1192/3547] Forecasting FFC...
[2025-12-04T20:35:45.852904] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-04T20:35:45.852931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-04T20:35:45.863906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-04T20:35:45.864224] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-04T20:35:45.865032] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-04T20:35:45.865082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:45.865113] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:45.865139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:45.865194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:45.921136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:45.921961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:45.922042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:45.922072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:46.039109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:46.039270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:46.039309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:46.039336] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:46.042608] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-04T20:35:46.042869] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-04T20:35:46.042985] [INFO ] [sig       ] FFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:46.178526] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FFC.txt
[2025-12-04T20:35:46.178674] [INFO ] [sig       ] [1192/3547] Completed FFC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:46.178712] [INFO ] [sig       ] [1193/3547] Forecasting FFIC...
[2025-12-04T20:35:46.178740] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-04T20:35:46.178768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-04T20:35:46.189963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-04T20:35:46.190254] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-04T20:35:46.191062] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-04T20:35:46.191111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:46.191141] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:46.191165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:46.191218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:46.248499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:46.249354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:46.249476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:46.249509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:46.366664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:46.366819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:46.366858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:46.366885] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:46.370179] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-04T20:35:46.370443] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-04T20:35:46.370561] [INFO ] [sig       ] FFIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:46.507122] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FFIC.txt
[2025-12-04T20:35:46.507288] [INFO ] [sig       ] [1193/3547] Completed FFIC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:46.507329] [INFO ] [sig       ] [1194/3547] Forecasting FFIN...
[2025-12-04T20:35:46.507376] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-04T20:35:46.507409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-04T20:35:46.518986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-04T20:35:46.519381] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-04T20:35:46.520393] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-04T20:35:46.520452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:46.520496] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:46.520537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:46.520623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:46.579339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:46.580149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:46.580233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:46.580265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:46.703858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:46.704010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:46.704048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:46.704075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:46.707643] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-04T20:35:46.707923] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-04T20:35:46.708045] [INFO ] [sig       ] FFIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:46.857534] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FFIN.txt
[2025-12-04T20:35:46.857701] [INFO ] [sig       ] [1194/3547] Completed FFIN in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:46.857740] [INFO ] [sig       ] [1195/3547] Forecasting FFWM...
[2025-12-04T20:35:46.857768] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-04T20:35:46.857795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-04T20:35:46.868467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-04T20:35:46.868773] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-04T20:35:46.869510] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-04T20:35:46.869558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:46.869610] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:46.869637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:46.869690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:46.924636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:46.925445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:46.925528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:46.925560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:47.039641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:47.039807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:47.039846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:47.039873] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:47.043102] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=41.07%)
[2025-12-04T20:35:47.043360] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-04T20:35:47.043475] [INFO ] [sig       ] FFWM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:47.178628] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FFWM.txt
[2025-12-04T20:35:47.178758] [INFO ] [sig       ] [1195/3547] Completed FFWM in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:47.178794] [INFO ] [sig       ] [1196/3547] Forecasting FG...
[2025-12-04T20:35:47.178822] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-04T20:35:47.178850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-04T20:35:47.190976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-04T20:35:47.191310] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-04T20:35:47.192110] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-04T20:35:47.192161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:47.192193] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:47.192219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:47.192275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:47.253511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:47.254450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:47.254548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:47.254611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:47.379687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:47.379919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:47.379967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:47.379997] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:47.383986] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-04T20:35:47.384301] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-04T20:35:47.384445] [INFO ] [sig       ] FG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:47.542207] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FG.txt
[2025-12-04T20:35:47.542476] [INFO ] [sig       ] [1196/3547] Completed FG in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:47.542522] [INFO ] [sig       ] [1197/3547] Forecasting FGEN...
[2025-12-04T20:35:47.542554] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-04T20:35:47.542613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-04T20:35:47.556448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-04T20:35:47.557063] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-04T20:35:47.558017] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-04T20:35:47.558069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:47.558102] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:47.558127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:47.558214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:47.618867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:47.619874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:47.620162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:47.620195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:47.737608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:47.737761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:47.737801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:47.737849] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:47.741336] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-04T20:35:47.741626] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-04T20:35:47.741749] [INFO ] [sig       ] FGEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:47.876891] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FGEN.txt
[2025-12-04T20:35:47.877035] [INFO ] [sig       ] [1197/3547] Completed FGEN in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:47.877071] [INFO ] [sig       ] [1198/3547] Forecasting FHB...
[2025-12-04T20:35:47.877100] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-04T20:35:47.877129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-04T20:35:47.889015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-04T20:35:47.889337] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-04T20:35:47.890136] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-04T20:35:47.890186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:47.890215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:47.890239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:47.890293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:47.945447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:47.946075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:47.946151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:47.946181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:48.061350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:48.061464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:48.061500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:48.061527] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:48.064788] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-12-04T20:35:48.065045] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-04T20:35:48.065163] [INFO ] [sig       ] FHB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:48.207225] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FHB.txt
[2025-12-04T20:35:48.207414] [INFO ] [sig       ] [1198/3547] Completed FHB in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:48.207456] [INFO ] [sig       ] [1199/3547] Forecasting FHI...
[2025-12-04T20:35:48.207485] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-04T20:35:48.207515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-04T20:35:48.220170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-04T20:35:48.220609] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-04T20:35:48.221709] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-04T20:35:48.221763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:48.221794] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:48.221819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:48.221874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:48.280878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:48.281993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:48.282100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:48.282138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:48.408070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:48.408289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:48.408334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:48.408363] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:48.411833] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-04T20:35:48.412111] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-04T20:35:48.412242] [INFO ] [sig       ] FHI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:48.549959] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FHI.txt
[2025-12-04T20:35:48.550116] [INFO ] [sig       ] [1199/3547] Completed FHI in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:48.550155] [INFO ] [sig       ] [1200/3547] Forecasting FHN...
[2025-12-04T20:35:48.550184] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-04T20:35:48.550212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-04T20:35:48.561478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-04T20:35:48.561762] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-04T20:35:48.562508] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-04T20:35:48.562556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:48.562631] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:48.562659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:48.562714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:48.618325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:48.619070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:48.619155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:48.619186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:48.735118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:48.735260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:48.735297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:48.735323] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:48.738554] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-12-04T20:35:48.738860] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-04T20:35:48.738980] [INFO ] [sig       ] FHN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:48.875599] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FHN.txt
[2025-12-04T20:35:48.875720] [INFO ] [sig       ] [1200/3547] Completed FHN in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.4m
[2025-12-04T20:35:48.875756] [INFO ] [sig       ] [1201/3547] Forecasting FHTX...
[2025-12-04T20:35:48.875784] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-04T20:35:48.875811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-04T20:35:48.886625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-04T20:35:48.886904] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-04T20:35:48.887667] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-04T20:35:48.887716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:48.887750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:48.887775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:48.887840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:48.943336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:48.944010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:48.944085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:48.944115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:49.061864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:49.062018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:49.062058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:49.062084] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:49.065359] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-04T20:35:49.065648] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-04T20:35:49.065768] [INFO ] [sig       ] FHTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:49.201993] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FHTX.txt
[2025-12-04T20:35:49.202110] [INFO ] [sig       ] [1201/3547] Completed FHTX in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 13.3m
[2025-12-04T20:35:49.202146] [INFO ] [sig       ] [1202/3547] Forecasting FIBK...
[2025-12-04T20:35:49.202173] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-04T20:35:49.202201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-04T20:35:49.212979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-04T20:35:49.213257] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-04T20:35:49.214025] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-04T20:35:49.214074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:49.214103] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:49.214127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:49.214180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:49.272228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:49.273664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:49.273815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:49.273849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:49.411502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:49.411793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:49.411852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:49.411881] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:49.417899] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-04T20:35:49.418523] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-04T20:35:49.418742] [INFO ] [sig       ] FIBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:49.576602] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FIBK.txt
[2025-12-04T20:35:49.576847] [INFO ] [sig       ] [1202/3547] Completed FIBK in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.3m
[2025-12-04T20:35:49.576890] [INFO ] [sig       ] [1203/3547] Forecasting FICO...
[2025-12-04T20:35:49.576922] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-04T20:35:49.576953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-04T20:35:49.593366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-04T20:35:49.593901] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-04T20:35:49.594786] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-04T20:35:49.594850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:49.594883] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:49.594907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:49.594961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:49.652855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:49.653617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:49.653704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:49.653735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:49.774927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:49.775095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:49.775137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:49.775206] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:49.778844] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-04T20:35:49.779165] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-04T20:35:49.779299] [INFO ] [sig       ] FICO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:49.935092] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FICO.txt
[2025-12-04T20:35:49.935223] [INFO ] [sig       ] [1203/3547] Completed FICO in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 13.3m
[2025-12-04T20:35:49.935260] [INFO ] [sig       ] [1204/3547] Forecasting FID...
[2025-12-04T20:35:49.935288] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-04T20:35:49.935317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-04T20:35:49.946086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-04T20:35:49.946355] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-04T20:35:49.947134] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-04T20:35:49.947183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:49.947212] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:49.947236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:49.947289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:50.002517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:50.003340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:50.003420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:50.003451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:50.116753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:50.116890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:50.116930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:50.116957] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:50.120320] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-12-04T20:35:50.120599] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-04T20:35:50.120720] [INFO ] [sig       ] FID: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:50.273152] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FID.txt
[2025-12-04T20:35:50.273386] [INFO ] [sig       ] [1204/3547] Completed FID in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:50.273430] [INFO ] [sig       ] [1205/3547] Forecasting FIGS...
[2025-12-04T20:35:50.273461] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-04T20:35:50.273492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-04T20:35:50.287450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-04T20:35:50.288066] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-04T20:35:50.289207] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-04T20:35:50.289273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:50.289312] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:50.289344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:50.289416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:50.352808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:50.353965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:50.354068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:50.354118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:50.480095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:50.480257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:50.480297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:50.480326] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:50.483723] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-12-04T20:35:50.483987] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-04T20:35:50.484106] [INFO ] [sig       ] FIGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:50.629529] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FIGS.txt
[2025-12-04T20:35:50.629774] [INFO ] [sig       ] [1205/3547] Completed FIGS in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:50.629816] [INFO ] [sig       ] [1206/3547] Forecasting FIHL...
[2025-12-04T20:35:50.629845] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-04T20:35:50.629877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-04T20:35:50.643923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-04T20:35:50.644519] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-04T20:35:50.645467] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-04T20:35:50.645524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:50.645556] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:50.645607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:50.645668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:50.703093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:50.704304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:50.704402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:50.704434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:50.841044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:50.841274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:50.841318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:50.841345] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:50.845072] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=38.48%)
[2025-12-04T20:35:50.845362] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-04T20:35:50.845490] [INFO ] [sig       ] FIHL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:50.989128] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FIHL.txt
[2025-12-04T20:35:50.989327] [INFO ] [sig       ] [1206/3547] Completed FIHL in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:50.989367] [INFO ] [sig       ] [1207/3547] Forecasting FINS...
[2025-12-04T20:35:50.989397] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-04T20:35:50.989426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-04T20:35:51.002202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-04T20:35:51.002692] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-04T20:35:51.003558] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-04T20:35:51.003655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:51.003698] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:51.003765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:51.003827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:51.062762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:51.063900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:51.064003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:51.064034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:51.210259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:51.210493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:51.210535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:51.210562] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:51.214290] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-12-04T20:35:51.214601] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-04T20:35:51.214735] [INFO ] [sig       ] FINS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:51.363763] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FINS.txt
[2025-12-04T20:35:51.363966] [INFO ] [sig       ] [1207/3547] Completed FINS in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:51.364008] [INFO ] [sig       ] [1208/3547] Forecasting FINX...
[2025-12-04T20:35:51.364039] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-04T20:35:51.364070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-04T20:35:51.377072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-04T20:35:51.377441] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-04T20:35:51.378255] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-04T20:35:51.378343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:51.378373] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:51.378398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:51.378453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:51.435725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:51.436387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:51.436468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:51.436499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:51.556164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:51.556317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:51.556358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:51.556386] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:51.559728] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=55.06%)
[2025-12-04T20:35:51.560033] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-04T20:35:51.560149] [INFO ] [sig       ] FINX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:51.698156] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FINX.txt
[2025-12-04T20:35:51.698315] [INFO ] [sig       ] [1208/3547] Completed FINX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:51.698353] [INFO ] [sig       ] [1209/3547] Forecasting FIP...
[2025-12-04T20:35:51.698382] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-04T20:35:51.698410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-04T20:35:51.709271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-04T20:35:51.709636] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-04T20:35:51.710422] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-04T20:35:51.710471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:51.710501] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:51.710526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:51.710608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:51.768328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:51.769155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:51.769234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:51.769264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:51.891444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:51.891623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:51.891664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:51.891691] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:51.895045] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-04T20:35:51.895313] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-04T20:35:51.895433] [INFO ] [sig       ] FIP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:52.033444] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FIP.txt
[2025-12-04T20:35:52.033602] [INFO ] [sig       ] [1209/3547] Completed FIP in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:52.033641] [INFO ] [sig       ] [1210/3547] Forecasting FIS...
[2025-12-04T20:35:52.033669] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-04T20:35:52.033697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-04T20:35:52.044642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-04T20:35:52.044897] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-04T20:35:52.045646] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-04T20:35:52.045695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:52.045724] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:52.045752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:52.045818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:52.107307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:52.108946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:52.109126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:52.109170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:52.251440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:52.251729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:52.251780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:52.251808] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:52.255693] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=16.69%)
[2025-12-04T20:35:52.256021] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-04T20:35:52.256172] [INFO ] [sig       ] FIS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:52.399118] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FIS.txt
[2025-12-04T20:35:52.399300] [INFO ] [sig       ] [1210/3547] Completed FIS in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:52.399340] [INFO ] [sig       ] [1211/3547] Forecasting FISI...
[2025-12-04T20:35:52.399369] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-04T20:35:52.399398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-04T20:35:52.411895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-04T20:35:52.412282] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-04T20:35:52.413200] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-04T20:35:52.413251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:52.413282] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:52.413306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:52.413363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:52.470188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:52.471145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:52.471239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:52.471270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:52.590800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:52.591040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:52.591084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:52.591111] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:52.594963] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2025-12-04T20:35:52.595254] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-04T20:35:52.595385] [INFO ] [sig       ] FISI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:52.742245] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FISI.txt
[2025-12-04T20:35:52.742457] [INFO ] [sig       ] [1211/3547] Completed FISI in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:52.742498] [INFO ] [sig       ] [1212/3547] Forecasting FITB...
[2025-12-04T20:35:52.742524] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-04T20:35:52.742557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-04T20:35:52.755907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-04T20:35:52.756314] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-04T20:35:52.757224] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-04T20:35:52.757285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:52.757337] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:52.757369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:52.757424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:52.815544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:52.816496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:52.816631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:52.816667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:52.940226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:52.940460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:52.940507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:52.940535] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:52.944598] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-04T20:35:52.944931] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-04T20:35:52.945080] [INFO ] [sig       ] FITB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:53.085339] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FITB.txt
[2025-12-04T20:35:53.085554] [INFO ] [sig       ] [1212/3547] Completed FITB in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:53.085622] [INFO ] [sig       ] [1213/3547] Forecasting FITBI...
[2025-12-04T20:35:53.085655] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-04T20:35:53.085688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-04T20:35:53.099720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-04T20:35:53.100279] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-04T20:35:53.101206] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-04T20:35:53.101257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:53.101289] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:53.101314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:53.101369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:53.159324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:53.160493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:53.160616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:53.160649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:53.285262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:53.285486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:53.285530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:53.285559] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:53.289397] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-04T20:35:53.289809] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-04T20:35:53.289947] [INFO ] [sig       ] FITBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:53.430995] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FITBI.txt
[2025-12-04T20:35:53.431249] [INFO ] [sig       ] [1213/3547] Completed FITBI in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:53.431296] [INFO ] [sig       ] [1214/3547] Forecasting FITBO...
[2025-12-04T20:35:53.431325] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-04T20:35:53.431357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-04T20:35:53.445351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-04T20:35:53.445954] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-04T20:35:53.446867] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-04T20:35:53.446941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:53.446975] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:53.447003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:53.447062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:53.510407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:53.511880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:53.512086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:53.512137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:53.650096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:53.650325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:53.650369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:53.650397] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:53.654265] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-04T20:35:53.654732] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-04T20:35:53.654895] [INFO ] [sig       ] FITBO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:53.794463] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FITBO.txt
[2025-12-04T20:35:53.794656] [INFO ] [sig       ] [1214/3547] Completed FITBO in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:53.794697] [INFO ] [sig       ] [1215/3547] Forecasting FIVE...
[2025-12-04T20:35:53.794725] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-04T20:35:53.794755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-04T20:35:53.806443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-04T20:35:53.806868] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-04T20:35:53.807691] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-04T20:35:53.807741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:53.807771] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:53.807796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:53.807850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:53.864281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:53.865151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:53.865234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:53.865266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:53.988893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:53.989060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:53.989100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:53.989128] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:53.992504] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2025-12-04T20:35:53.992799] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-04T20:35:53.992947] [INFO ] [sig       ] FIVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:54.129872] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FIVE.txt
[2025-12-04T20:35:54.130004] [INFO ] [sig       ] [1215/3547] Completed FIVE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:54.130040] [INFO ] [sig       ] [1216/3547] Forecasting FIVN...
[2025-12-04T20:35:54.130066] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-04T20:35:54.130094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-04T20:35:54.141646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-04T20:35:54.141918] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-04T20:35:54.142661] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-04T20:35:54.142710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:54.142741] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:54.142766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:54.142820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:54.198790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:54.199416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:54.199498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:54.199530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:54.322395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:54.322556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:54.322618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:54.322651] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:54.326068] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=68.03%)
[2025-12-04T20:35:54.326365] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-04T20:35:54.326498] [INFO ] [sig       ] FIVN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:54.469708] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FIVN.txt
[2025-12-04T20:35:54.469849] [INFO ] [sig       ] [1216/3547] Completed FIVN in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:54.469887] [INFO ] [sig       ] [1217/3547] Forecasting FIX...
[2025-12-04T20:35:54.469915] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-04T20:35:54.469947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-04T20:35:54.482034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-04T20:35:54.482412] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-04T20:35:54.483183] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-04T20:35:54.483233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:54.483292] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:54.483318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:54.483371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:54.538828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:54.539610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:54.539689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:54.539719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:54.657997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:54.658161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:54.658199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:54.658225] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:54.661502] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-04T20:35:54.661782] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-04T20:35:54.661900] [INFO ] [sig       ] FIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:54.799664] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FIX.txt
[2025-12-04T20:35:54.799827] [INFO ] [sig       ] [1217/3547] Completed FIX in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:54.799872] [INFO ] [sig       ] [1218/3547] Forecasting FIXD...
[2025-12-04T20:35:54.799901] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-04T20:35:54.799932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-04T20:35:54.813561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-04T20:35:54.814180] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-04T20:35:54.815173] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-04T20:35:54.815229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:54.815261] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:54.815288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:54.815346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:54.873076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:54.874200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:54.874295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:54.874326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:54.995795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:54.996020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:54.996065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:54.996094] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:54.999886] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=76.25%)
[2025-12-04T20:35:55.000236] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-04T20:35:55.000388] [INFO ] [sig       ] FIXD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:55.139747] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FIXD.txt
[2025-12-04T20:35:55.139935] [INFO ] [sig       ] [1218/3547] Completed FIXD in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.3m
[2025-12-04T20:35:55.139975] [INFO ] [sig       ] [1219/3547] Forecasting FIZZ...
[2025-12-04T20:35:55.140003] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-04T20:35:55.140033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-04T20:35:55.152559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-04T20:35:55.153147] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-04T20:35:55.154080] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-04T20:35:55.154132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:55.154163] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:55.154187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:55.154241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:55.221299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:55.222452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:55.222547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:55.222599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:55.345298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:55.345530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:55.345591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:55.345622] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:55.349367] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-12-04T20:35:55.349717] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-04T20:35:55.349855] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:55.489276] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FIZZ.txt
[2025-12-04T20:35:55.489486] [INFO ] [sig       ] [1219/3547] Completed FIZZ in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 13.2m
[2025-12-04T20:35:55.489525] [INFO ] [sig       ] [1220/3547] Forecasting FJP...
[2025-12-04T20:35:55.489553] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-04T20:35:55.489605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-04T20:35:55.501435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-04T20:35:55.501871] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-04T20:35:55.502750] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-04T20:35:55.502800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:55.502831] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:55.502856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:55.502911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:55.558918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:55.560005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:55.560100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:55.560131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:55.677789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:55.678024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:55.678067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:55.678142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:55.681979] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-12-04T20:35:55.682280] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-04T20:35:55.682414] [INFO ] [sig       ] FJP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:55.844006] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FJP.txt
[2025-12-04T20:35:55.844304] [INFO ] [sig       ] [1220/3547] Completed FJP in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.2m
[2025-12-04T20:35:55.844356] [INFO ] [sig       ] [1221/3547] Forecasting FLL...
[2025-12-04T20:35:55.844396] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-04T20:35:55.844438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-04T20:35:55.860889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-04T20:35:55.861492] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-04T20:35:55.862667] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-04T20:35:55.862727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:55.862765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:55.862797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:55.862875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:55.927236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:55.928438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:55.928546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:55.928602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:56.047925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:56.048150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:56.048224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:56.048254] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:56.052148] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-04T20:35:56.052469] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-04T20:35:56.052628] [INFO ] [sig       ] FLL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:56.197952] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FLL.txt
[2025-12-04T20:35:56.198177] [INFO ] [sig       ] [1221/3547] Completed FLL in 0.4s | 2.93 sym/s | Total: 6.9m | ETA: 13.2m
[2025-12-04T20:35:56.198219] [INFO ] [sig       ] [1222/3547] Forecasting FLNC...
[2025-12-04T20:35:56.198248] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-04T20:35:56.198305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-04T20:35:56.211643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-04T20:35:56.212030] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-04T20:35:56.212955] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-04T20:35:56.213008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:56.213040] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:56.213065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:56.213124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:56.271031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:56.272055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:56.272145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:56.272177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:56.392786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:56.392946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:56.392987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:56.393014] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:56.396338] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-04T20:35:56.396627] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-04T20:35:56.396751] [INFO ] [sig       ] FLNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:56.536832] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FLNC.txt
[2025-12-04T20:35:56.537284] [INFO ] [sig       ] [1222/3547] Completed FLNC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:56.537331] [INFO ] [sig       ] [1223/3547] Forecasting FLNG...
[2025-12-04T20:35:56.537361] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-04T20:35:56.537396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-04T20:35:56.551047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-04T20:35:56.551528] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-04T20:35:56.552482] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-04T20:35:56.552534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:56.552566] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:56.552628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:56.552723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:56.608452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:56.609643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:56.609745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:56.609778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:56.727766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:56.727996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:56.728040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:56.728069] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:56.732035] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=62.87%)
[2025-12-04T20:35:56.732395] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-04T20:35:56.732566] [INFO ] [sig       ] FLNG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:56.872880] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FLNG.txt
[2025-12-04T20:35:56.873081] [INFO ] [sig       ] [1223/3547] Completed FLNG in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:56.873120] [INFO ] [sig       ] [1224/3547] Forecasting FLO...
[2025-12-04T20:35:56.873149] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-04T20:35:56.873179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-04T20:35:56.886250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-04T20:35:56.886765] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-04T20:35:56.887661] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-04T20:35:56.887714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:56.887748] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:56.887781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:56.887857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:56.944817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:56.945994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:56.946097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:56.946131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:57.067765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:57.068003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:57.068050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:57.068080] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:57.072120] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-04T20:35:57.072523] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-04T20:35:57.072702] [INFO ] [sig       ] FLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:57.211719] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FLO.txt
[2025-12-04T20:35:57.211911] [INFO ] [sig       ] [1224/3547] Completed FLO in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:57.211951] [INFO ] [sig       ] [1225/3547] Forecasting FLS...
[2025-12-04T20:35:57.211978] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-04T20:35:57.212008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-04T20:35:57.224454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-04T20:35:57.224896] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-04T20:35:57.225812] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-04T20:35:57.225865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:57.225915] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:57.225942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:57.226000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:57.286150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:57.287325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:57.287422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:57.287457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:57.410766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:57.411014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:57.411075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:57.411116] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:57.415115] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-12-04T20:35:57.415487] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-04T20:35:57.415667] [INFO ] [sig       ] FLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:57.555549] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FLS.txt
[2025-12-04T20:35:57.555751] [INFO ] [sig       ] [1225/3547] Completed FLS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:57.555793] [INFO ] [sig       ] [1226/3547] Forecasting FLUX...
[2025-12-04T20:35:57.555823] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-04T20:35:57.555857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-04T20:35:57.568423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-04T20:35:57.568913] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-04T20:35:57.569828] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-04T20:35:57.569880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:57.569913] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:57.569943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:57.570003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:57.626602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:57.627928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:57.628023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:57.628054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:57.754275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:57.754443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:57.754486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:57.754516] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:57.758020] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-04T20:35:57.758362] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-04T20:35:57.758515] [INFO ] [sig       ] FLUX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:57.899978] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FLUX.txt
[2025-12-04T20:35:57.900128] [INFO ] [sig       ] [1226/3547] Completed FLUX in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:57.900166] [INFO ] [sig       ] [1227/3547] Forecasting FLWS...
[2025-12-04T20:35:57.900194] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-04T20:35:57.900222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-04T20:35:57.912039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-04T20:35:57.912428] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-04T20:35:57.913218] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-04T20:35:57.913267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:57.913297] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:57.913322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:57.913375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:57.967688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:57.968383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:57.968491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:57.968523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:58.085011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:58.085168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:58.085208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:58.085237] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:58.088590] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-04T20:35:58.088861] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-04T20:35:58.088988] [INFO ] [sig       ] FLWS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:58.227540] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FLWS.txt
[2025-12-04T20:35:58.227713] [INFO ] [sig       ] [1227/3547] Completed FLWS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:58.227750] [INFO ] [sig       ] [1228/3547] Forecasting FLYE...
[2025-12-04T20:35:58.227779] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-04T20:35:58.227808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-04T20:35:58.240107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-04T20:35:58.240452] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-04T20:35:58.241242] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-04T20:35:58.241293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:58.241323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:58.241349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:58.241405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:58.299113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:58.299976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:58.300055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:58.300086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:58.418368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:58.418547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:58.418607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:58.418636] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:58.422035] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-12-04T20:35:58.422324] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-04T20:35:58.422455] [INFO ] [sig       ] FLYE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:58.560520] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FLYE.txt
[2025-12-04T20:35:58.560664] [INFO ] [sig       ] [1228/3547] Completed FLYE in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:58.560703] [INFO ] [sig       ] [1229/3547] Forecasting FMAO...
[2025-12-04T20:35:58.560736] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-04T20:35:58.560766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-04T20:35:58.571953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-04T20:35:58.572259] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-04T20:35:58.573052] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-04T20:35:58.573101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:58.573131] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:58.573155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:58.573210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:58.630585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:58.631360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:58.631438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:58.631468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:58.739087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:58.739243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:58.739281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:58.739307] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:58.742653] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-12-04T20:35:58.742910] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-04T20:35:58.743032] [INFO ] [sig       ] FMAO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:35:58.879557] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FMAO.txt
[2025-12-04T20:35:58.879706] [INFO ] [sig       ] [1229/3547] Completed FMAO in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:58.879743] [INFO ] [sig       ] [1230/3547] Forecasting FMB...
[2025-12-04T20:35:58.879769] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-04T20:35:58.879797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-04T20:35:58.891256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-04T20:35:58.891552] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-04T20:35:58.892325] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-04T20:35:58.892375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:58.892406] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:58.892431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:58.892486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:58.948678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:58.949400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:58.949478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:58.949509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:59.073145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:59.073293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:59.073329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:59.073356] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:59.076630] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-04T20:35:59.076888] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-04T20:35:59.077009] [INFO ] [sig       ] FMB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:59.211618] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FMB.txt
[2025-12-04T20:35:59.211772] [INFO ] [sig       ] [1230/3547] Completed FMB in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:59.211810] [INFO ] [sig       ] [1231/3547] Forecasting FMBH...
[2025-12-04T20:35:59.211838] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-04T20:35:59.211867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-04T20:35:59.222920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-04T20:35:59.223305] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-04T20:35:59.224179] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-04T20:35:59.224239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:59.224279] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:59.224313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:59.224387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:59.280891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:59.281739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:59.281821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:59.281851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:59.397979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:59.398129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:59.398168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:59.398194] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:59.401471] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-12-04T20:35:59.401754] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-04T20:35:59.401868] [INFO ] [sig       ] FMBH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:59.539477] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FMBH.txt
[2025-12-04T20:35:59.539640] [INFO ] [sig       ] [1231/3547] Completed FMBH in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:59.539680] [INFO ] [sig       ] [1232/3547] Forecasting FMC...
[2025-12-04T20:35:59.539707] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-04T20:35:59.539737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-04T20:35:59.550963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-04T20:35:59.551270] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-04T20:35:59.552021] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-04T20:35:59.552070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:59.552100] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:59.552126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:59.552180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:59.608311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:59.609140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:59.609217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:59.609248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:35:59.732811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:35:59.732967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:35:59.733011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:35:59.733061] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:35:59.736333] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=80.75%)
[2025-12-04T20:35:59.736612] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-04T20:35:59.736731] [INFO ] [sig       ] FMC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:35:59.872739] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FMC.txt
[2025-12-04T20:35:59.872861] [INFO ] [sig       ] [1232/3547] Completed FMC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:35:59.872896] [INFO ] [sig       ] [1233/3547] Forecasting FMHI...
[2025-12-04T20:35:59.872924] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-04T20:35:59.872955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-04T20:35:59.884874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-04T20:35:59.885218] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-04T20:35:59.886004] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-04T20:35:59.886054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:35:59.886084] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:35:59.886109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:35:59.886162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:35:59.942172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:35:59.943028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:35:59.943106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:35:59.943137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:00.073503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:00.073677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:00.073718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:00.073748] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:00.077310] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-12-04T20:36:00.077684] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-04T20:36:00.077826] [INFO ] [sig       ] FMHI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:00.225905] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FMHI.txt
[2025-12-04T20:36:00.226056] [INFO ] [sig       ] [1233/3547] Completed FMHI in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:36:00.226095] [INFO ] [sig       ] [1234/3547] Forecasting FMN...
[2025-12-04T20:36:00.226122] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-04T20:36:00.226152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-04T20:36:00.237024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-04T20:36:00.237288] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-04T20:36:00.238080] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-04T20:36:00.238129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:00.238187] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:00.238218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:00.238315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:00.296501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:00.297198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:00.297273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:00.297315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:00.424957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:00.425123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:00.425165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:00.425191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:00.428940] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2025-12-04T20:36:00.429251] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-04T20:36:00.429387] [INFO ] [sig       ] FMN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:00.582183] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FMN.txt
[2025-12-04T20:36:00.582341] [INFO ] [sig       ] [1234/3547] Completed FMN in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:36:00.582388] [INFO ] [sig       ] [1235/3547] Forecasting FMNB...
[2025-12-04T20:36:00.582428] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-04T20:36:00.582463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-04T20:36:00.594229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-04T20:36:00.594554] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-04T20:36:00.595373] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-04T20:36:00.595425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:00.595457] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:00.595484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:00.595539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:00.656218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:00.657110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:00.657207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:00.657253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:00.774882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:00.775035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:00.775075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:00.775102] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:00.778414] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-04T20:36:00.778696] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-04T20:36:00.778811] [INFO ] [sig       ] FMNB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:00.914608] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FMNB.txt
[2025-12-04T20:36:00.914760] [INFO ] [sig       ] [1235/3547] Completed FMNB in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:36:00.914797] [INFO ] [sig       ] [1236/3547] Forecasting FMS...
[2025-12-04T20:36:00.914825] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-04T20:36:00.914854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-04T20:36:00.930591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-04T20:36:00.930914] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-04T20:36:00.931717] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-04T20:36:00.931767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:00.931797] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:00.931834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:00.931889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:00.995216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:00.996120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:00.996236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:00.996277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:01.115473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:01.115656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:01.115697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:01.115723] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:01.119013] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-04T20:36:01.119272] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-04T20:36:01.119389] [INFO ] [sig       ] FMS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:01.259998] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FMS.txt
[2025-12-04T20:36:01.260159] [INFO ] [sig       ] [1236/3547] Completed FMS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.2m
[2025-12-04T20:36:01.260198] [INFO ] [sig       ] [1237/3547] Forecasting FMX...
[2025-12-04T20:36:01.260227] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-04T20:36:01.260258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-04T20:36:01.274668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-04T20:36:01.275061] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-04T20:36:01.275982] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-04T20:36:01.276041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:01.276077] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:01.276108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:01.276183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:01.346865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:01.347837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:01.347941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:01.347973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:01.487558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:01.487755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:01.487795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:01.487854] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:01.491413] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2025-12-04T20:36:01.491746] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-04T20:36:01.491877] [INFO ] [sig       ] FMX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:01.636917] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FMX.txt
[2025-12-04T20:36:01.637086] [INFO ] [sig       ] [1237/3547] Completed FMX in 0.4s | 2.93 sym/s | Total: 7.0m | ETA: 13.1m
[2025-12-04T20:36:01.637126] [INFO ] [sig       ] [1238/3547] Forecasting FN...
[2025-12-04T20:36:01.637153] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-04T20:36:01.637183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-04T20:36:01.651653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-04T20:36:01.652204] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-04T20:36:01.653153] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-04T20:36:01.653226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:01.653258] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:01.653284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:01.653341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:01.711924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:01.713021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:01.713116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:01.713149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:01.836524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:01.836739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:01.836783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:01.836810] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:01.840760] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-04T20:36:01.841088] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-04T20:36:01.841234] [INFO ] [sig       ] FN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:01.979989] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FN.txt
[2025-12-04T20:36:01.980185] [INFO ] [sig       ] [1238/3547] Completed FN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 13.1m
[2025-12-04T20:36:01.980225] [INFO ] [sig       ] [1239/3547] Forecasting FNB...
[2025-12-04T20:36:01.980254] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-04T20:36:01.980287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-04T20:36:01.996193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-04T20:36:01.996849] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-04T20:36:01.998034] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-04T20:36:01.998108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:01.998153] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:01.998192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:01.998297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:02.069007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:02.070102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:02.070199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:02.070232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:02.190426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:02.190681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:02.190726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:02.190756] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:02.194555] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-04T20:36:02.194923] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-04T20:36:02.195067] [INFO ] [sig       ] FNB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:02.340315] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FNB.txt
[2025-12-04T20:36:02.340532] [INFO ] [sig       ] [1239/3547] Completed FNB in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:02.340589] [INFO ] [sig       ] [1240/3547] Forecasting FND...
[2025-12-04T20:36:02.340625] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-04T20:36:02.340659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-04T20:36:02.353416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-04T20:36:02.353788] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-04T20:36:02.354593] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-04T20:36:02.354643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:02.354673] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:02.354698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:02.354752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:02.410030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:02.410858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:02.410942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:02.410973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:02.526310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:02.526467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:02.526507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:02.526535] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:02.530340] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=12.98%)
[2025-12-04T20:36:02.530732] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-04T20:36:02.530869] [INFO ] [sig       ] FND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:02.670451] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FND.txt
[2025-12-04T20:36:02.670618] [INFO ] [sig       ] [1240/3547] Completed FND in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:02.670657] [INFO ] [sig       ] [1241/3547] Forecasting FNF...
[2025-12-04T20:36:02.670684] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-04T20:36:02.670713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-04T20:36:02.683926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-04T20:36:02.684473] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-04T20:36:02.685476] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-04T20:36:02.685530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:02.685564] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:02.685618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:02.685677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:02.744097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:02.745141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:02.745241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:02.745274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:02.867853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:02.868084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:02.868129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:02.868157] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:02.872478] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-12-04T20:36:02.872933] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-04T20:36:02.873101] [INFO ] [sig       ] FNF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:03.012252] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FNF.txt
[2025-12-04T20:36:03.012466] [INFO ] [sig       ] [1241/3547] Completed FNF in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:03.012509] [INFO ] [sig       ] [1242/3547] Forecasting FNKO...
[2025-12-04T20:36:03.012537] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-04T20:36:03.012586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-04T20:36:03.025670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-04T20:36:03.026138] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-04T20:36:03.027028] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-04T20:36:03.027078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:03.027108] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:03.027133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:03.027188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:03.083158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:03.084311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:03.084471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:03.084509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:03.208365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:03.208613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:03.208658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:03.208685] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:03.212459] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-04T20:36:03.212787] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-04T20:36:03.212926] [INFO ] [sig       ] FNKO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:03.366433] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FNKO.txt
[2025-12-04T20:36:03.366740] [INFO ] [sig       ] [1242/3547] Completed FNKO in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:03.366801] [INFO ] [sig       ] [1243/3547] Forecasting FNLC...
[2025-12-04T20:36:03.366834] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-04T20:36:03.366874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-04T20:36:03.381300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-04T20:36:03.381934] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-04T20:36:03.383032] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-04T20:36:03.383090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:03.383135] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:03.383174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:03.383308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:03.456451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:03.457756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:03.457887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:03.457931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:03.588994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:03.589257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:03.589324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:03.589369] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:03.594255] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-04T20:36:03.594767] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-04T20:36:03.594966] [INFO ] [sig       ] FNLC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:03.763442] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FNLC.txt
[2025-12-04T20:36:03.763599] [INFO ] [sig       ] [1243/3547] Completed FNLC in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:03.763639] [INFO ] [sig       ] [1244/3547] Forecasting FNX...
[2025-12-04T20:36:03.763666] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-04T20:36:03.763693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-04T20:36:03.775231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-04T20:36:03.775559] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-04T20:36:03.776350] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-04T20:36:03.776399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:03.776428] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:03.776453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:03.776507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:03.831869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:03.832556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:03.832677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:03.832709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:03.956767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:03.956930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:03.956968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:03.956994] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:03.960303] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-04T20:36:03.960562] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-04T20:36:03.960694] [INFO ] [sig       ] FNX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:04.107333] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FNX.txt
[2025-12-04T20:36:04.107628] [INFO ] [sig       ] [1244/3547] Completed FNX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:04.107676] [INFO ] [sig       ] [1245/3547] Forecasting FNY...
[2025-12-04T20:36:04.107707] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-04T20:36:04.107739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-04T20:36:04.121359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-04T20:36:04.121764] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-04T20:36:04.122742] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-04T20:36:04.122793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:04.122825] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:04.122851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:04.122906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:04.177770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:04.178483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:04.178567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:04.178616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:04.289938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:04.290138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:04.290190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:04.290225] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:04.293801] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=14.13%)
[2025-12-04T20:36:04.294089] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-04T20:36:04.294238] [INFO ] [sig       ] FNY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:04.429314] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FNY.txt
[2025-12-04T20:36:04.429497] [INFO ] [sig       ] [1245/3547] Completed FNY in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:04.429558] [INFO ] [sig       ] [1246/3547] Forecasting FOA...
[2025-12-04T20:36:04.429614] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-04T20:36:04.429663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-04T20:36:04.443468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-04T20:36:04.444069] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-04T20:36:04.445038] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-04T20:36:04.445090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:04.445122] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:04.445149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:04.445207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:04.502877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:04.504097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:04.504200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:04.504232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:04.627762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:04.627993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:04.628039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:04.628067] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:04.631964] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=27.62%)
[2025-12-04T20:36:04.632259] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-04T20:36:04.632387] [INFO ] [sig       ] FOA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:04.777875] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FOA.txt
[2025-12-04T20:36:04.778071] [INFO ] [sig       ] [1246/3547] Completed FOA in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:04.778111] [INFO ] [sig       ] [1247/3547] Forecasting FOF...
[2025-12-04T20:36:04.778141] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-04T20:36:04.778173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-04T20:36:04.791200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-04T20:36:04.791676] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-04T20:36:04.792563] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-04T20:36:04.792634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:04.792666] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:04.792692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:04.792750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:04.849949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:04.851048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:04.851143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:04.851175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:04.966812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:04.967032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:04.967075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:04.967105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:04.970812] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=47.16%)
[2025-12-04T20:36:04.971104] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-04T20:36:04.971232] [INFO ] [sig       ] FOF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:05.112216] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FOF.txt
[2025-12-04T20:36:05.112432] [INFO ] [sig       ] [1247/3547] Completed FOF in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:05.112473] [INFO ] [sig       ] [1248/3547] Forecasting FOLD...
[2025-12-04T20:36:05.112501] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-04T20:36:05.112531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-04T20:36:05.125558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-04T20:36:05.126075] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-04T20:36:05.127020] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-04T20:36:05.127071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:05.127104] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:05.127129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:05.127185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:05.187735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:05.189139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:05.189290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:05.189330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:05.313735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:05.313982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:05.314029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:05.314058] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:05.318549] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-04T20:36:05.319106] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-04T20:36:05.319289] [INFO ] [sig       ] FOLD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:05.466524] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FOLD.txt
[2025-12-04T20:36:05.466763] [INFO ] [sig       ] [1248/3547] Completed FOLD in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:05.466815] [INFO ] [sig       ] [1249/3547] Forecasting FORM...
[2025-12-04T20:36:05.466846] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-04T20:36:05.466880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-04T20:36:05.480416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-04T20:36:05.480966] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-04T20:36:05.481847] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-04T20:36:05.481896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:05.481987] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:05.482028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:05.482088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:05.539818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:05.540921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:05.541017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:05.541048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:05.666147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:05.666305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:05.666346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:05.666373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:05.669785] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2025-12-04T20:36:05.670051] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-04T20:36:05.670172] [INFO ] [sig       ] FORM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:05.806717] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FORM.txt
[2025-12-04T20:36:05.806859] [INFO ] [sig       ] [1249/3547] Completed FORM in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:05.806895] [INFO ] [sig       ] [1250/3547] Forecasting FOSL...
[2025-12-04T20:36:05.806921] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-04T20:36:05.806950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-04T20:36:05.817840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-04T20:36:05.818136] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-04T20:36:05.818931] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-04T20:36:05.818980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:05.819011] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:05.819035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:05.819089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:05.874630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:05.875352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:05.875429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:05.875460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:05.991979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:05.992130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:05.992169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:05.992197] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:05.995535] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=38.15%)
[2025-12-04T20:36:05.995808] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-04T20:36:05.995925] [INFO ] [sig       ] FOSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:06.131923] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FOSL.txt
[2025-12-04T20:36:06.132062] [INFO ] [sig       ] [1250/3547] Completed FOSL in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:06.132110] [INFO ] [sig       ] [1251/3547] Forecasting FOX...
[2025-12-04T20:36:06.132145] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-04T20:36:06.132175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-04T20:36:06.143147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-04T20:36:06.143441] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-04T20:36:06.144216] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-04T20:36:06.144266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:06.144321] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:06.144347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:06.144401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:06.201208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:06.201979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:06.202063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:06.202098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:06.324063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:06.324192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:06.324229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:06.324256] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:06.327469] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=67.57%)
[2025-12-04T20:36:06.327754] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-04T20:36:06.327870] [INFO ] [sig       ] FOX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:06.463630] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FOX.txt
[2025-12-04T20:36:06.463745] [INFO ] [sig       ] [1251/3547] Completed FOX in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:06.463781] [INFO ] [sig       ] [1252/3547] Forecasting FOXA...
[2025-12-04T20:36:06.463808] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-04T20:36:06.463836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-04T20:36:06.474813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-04T20:36:06.475092] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-04T20:36:06.475856] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-04T20:36:06.475905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:06.475935] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:06.475960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:06.476014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:06.531144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:06.531767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:06.531842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:06.531872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:06.650181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:06.650339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:06.650385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:06.650418] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:06.653992] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-04T20:36:06.654265] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-04T20:36:06.654397] [INFO ] [sig       ] FOXA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:06.794795] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FOXA.txt
[2025-12-04T20:36:06.794952] [INFO ] [sig       ] [1252/3547] Completed FOXA in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:06.795003] [INFO ] [sig       ] [1253/3547] Forecasting FOXF...
[2025-12-04T20:36:06.795032] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-04T20:36:06.795063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-04T20:36:06.806832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-04T20:36:06.807163] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-04T20:36:06.807986] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-04T20:36:06.808038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:06.808070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:06.808096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:06.808152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:06.864937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:06.865703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:06.865783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:06.865815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:06.988134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:06.988313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:06.988355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:06.988383] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:06.991840] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=25.01%)
[2025-12-04T20:36:06.992109] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-04T20:36:06.992229] [INFO ] [sig       ] FOXF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:07.132972] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FOXF.txt
[2025-12-04T20:36:07.133129] [INFO ] [sig       ] [1253/3547] Completed FOXF in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:07.133166] [INFO ] [sig       ] [1254/3547] Forecasting FPH...
[2025-12-04T20:36:07.133194] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-04T20:36:07.133224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-04T20:36:07.145154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-04T20:36:07.145542] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-04T20:36:07.146338] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-04T20:36:07.146387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:07.146417] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:07.146442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:07.146496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:07.204609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:07.205524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:07.205630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:07.205663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:07.322400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:07.322557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:07.322615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:07.322674] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:07.327201] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2025-12-04T20:36:07.327507] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-04T20:36:07.327697] [INFO ] [sig       ] FPH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:07.471758] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FPH.txt
[2025-12-04T20:36:07.471928] [INFO ] [sig       ] [1254/3547] Completed FPH in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.1m
[2025-12-04T20:36:07.471966] [INFO ] [sig       ] [1255/3547] Forecasting FPI...
[2025-12-04T20:36:07.471995] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-04T20:36:07.472025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-04T20:36:07.483507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-04T20:36:07.483911] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-04T20:36:07.484735] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-04T20:36:07.484786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:07.484817] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:07.484843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:07.484899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:07.543152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:07.544033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:07.544118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:07.544149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:07.657538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:07.657710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:07.657749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:07.657775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:07.661077] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-04T20:36:07.661356] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-04T20:36:07.661478] [INFO ] [sig       ] FPI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:07.802790] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FPI.txt
[2025-12-04T20:36:07.802936] [INFO ] [sig       ] [1255/3547] Completed FPI in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.0m
[2025-12-04T20:36:07.802975] [INFO ] [sig       ] [1256/3547] Forecasting FPXI...
[2025-12-04T20:36:07.803004] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-04T20:36:07.803034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-04T20:36:07.813982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-04T20:36:07.814357] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-04T20:36:07.815192] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-04T20:36:07.815244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:07.815274] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:07.815301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:07.815357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:07.873625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:07.874424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:07.874504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:07.874537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:07.987754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:07.988001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:07.988047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:07.988112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:07.992372] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-04T20:36:07.992716] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-04T20:36:07.992859] [INFO ] [sig       ] FPXI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:08.134013] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FPXI.txt
[2025-12-04T20:36:08.134203] [INFO ] [sig       ] [1256/3547] Completed FPXI in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 13.0m
[2025-12-04T20:36:08.134242] [INFO ] [sig       ] [1257/3547] Forecasting FRA...
[2025-12-04T20:36:08.134270] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-04T20:36:08.134302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-04T20:36:08.147628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-04T20:36:08.148113] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-04T20:36:08.149038] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-04T20:36:08.149088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:08.149119] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:08.149144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:08.149199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:08.206283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:08.207443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:08.207537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:08.207584] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:08.328780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:08.329002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:08.329047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:08.329074] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:08.332722] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-04T20:36:08.333042] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-04T20:36:08.333179] [INFO ] [sig       ] FRA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:08.472886] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FRA.txt
[2025-12-04T20:36:08.473102] [INFO ] [sig       ] [1257/3547] Completed FRA in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:08.473142] [INFO ] [sig       ] [1258/3547] Forecasting FRBA...
[2025-12-04T20:36:08.473171] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-04T20:36:08.473203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-04T20:36:08.485963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-04T20:36:08.486507] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-04T20:36:08.487433] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-04T20:36:08.487484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:08.487515] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:08.487540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:08.487615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:08.544839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:08.545904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:08.546022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:08.546054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:08.665191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:08.665457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:08.665505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:08.665534] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:08.669692] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2025-12-04T20:36:08.670039] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-04T20:36:08.670191] [INFO ] [sig       ] FRBA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:08.838461] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FRBA.txt
[2025-12-04T20:36:08.838741] [INFO ] [sig       ] [1258/3547] Completed FRBA in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:08.838796] [INFO ] [sig       ] [1259/3547] Forecasting FRHC...
[2025-12-04T20:36:08.838837] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-04T20:36:08.838877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-04T20:36:08.853028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-04T20:36:08.853540] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-04T20:36:08.854394] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-04T20:36:08.854445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:08.854477] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:08.854508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:08.854589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:08.912155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:08.913113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:08.913208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:08.913256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:09.030832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:09.030987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:09.031027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:09.031053] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:09.034374] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=48.49%)
[2025-12-04T20:36:09.034654] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-04T20:36:09.034774] [INFO ] [sig       ] FRHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:09.172328] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FRHC.txt
[2025-12-04T20:36:09.172479] [INFO ] [sig       ] [1259/3547] Completed FRHC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:09.172518] [INFO ] [sig       ] [1260/3547] Forecasting FRME...
[2025-12-04T20:36:09.172544] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-04T20:36:09.172592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-04T20:36:09.186715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-04T20:36:09.187325] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-04T20:36:09.188349] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-04T20:36:09.188414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:09.188459] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:09.188523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:09.188619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:09.250030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:09.251363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:09.251478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:09.251518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:09.384452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:09.384718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:09.384956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:09.384985] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:09.389767] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=49.42%)
[2025-12-04T20:36:09.390139] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-04T20:36:09.390290] [INFO ] [sig       ] FRME: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:09.560786] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FRME.txt
[2025-12-04T20:36:09.561035] [INFO ] [sig       ] [1260/3547] Completed FRME in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:09.561077] [INFO ] [sig       ] [1261/3547] Forecasting FRO...
[2025-12-04T20:36:09.561105] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-04T20:36:09.561145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-04T20:36:09.577410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-04T20:36:09.578183] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-04T20:36:09.579724] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-04T20:36:09.579819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:09.579871] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:09.579915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:09.580003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:09.664436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:09.665933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:09.666175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:09.666216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:09.844836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:09.845146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:09.845221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:09.845266] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:09.852000] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-04T20:36:09.852756] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-04T20:36:09.853030] [INFO ] [sig       ] FRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:10.091830] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FRO.txt
[2025-12-04T20:36:10.092032] [INFO ] [sig       ] [1261/3547] Completed FRO in 0.5s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:10.092100] [INFO ] [sig       ] [1262/3547] Forecasting FRPH...
[2025-12-04T20:36:10.092137] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-04T20:36:10.092173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-04T20:36:10.109051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-04T20:36:10.109558] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-04T20:36:10.110738] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-04T20:36:10.110805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:10.110851] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:10.110891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:10.110977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:10.192867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:10.194079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:10.194199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:10.194253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:10.344867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:10.345057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:10.345109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:10.345145] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:10.349778] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-04T20:36:10.350208] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-04T20:36:10.350381] [INFO ] [sig       ] FRPH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:10.502490] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FRPH.txt
[2025-12-04T20:36:10.502683] [INFO ] [sig       ] [1262/3547] Completed FRPH in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:10.502724] [INFO ] [sig       ] [1263/3547] Forecasting FRSX...
[2025-12-04T20:36:10.502751] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-04T20:36:10.502780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-04T20:36:10.517983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-04T20:36:10.518498] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-04T20:36:10.519655] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-04T20:36:10.519716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:10.519763] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:10.519808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:10.519895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:10.594634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:10.595516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:10.595624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:10.595658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:10.716808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:10.716962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:10.717004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:10.717032] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:10.720490] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-04T20:36:10.720841] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-04T20:36:10.720982] [INFO ] [sig       ] FRSX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:10.865377] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FRSX.txt
[2025-12-04T20:36:10.865530] [INFO ] [sig       ] [1263/3547] Completed FRSX in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:10.865588] [INFO ] [sig       ] [1264/3547] Forecasting FSBC...
[2025-12-04T20:36:10.865620] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-04T20:36:10.865656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-04T20:36:10.877170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-04T20:36:10.877469] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-04T20:36:10.878265] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-04T20:36:10.878350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:10.878381] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:10.878406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:10.878461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:10.932940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:10.933514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:10.933614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:10.933648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:11.051598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:11.051689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:11.051723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:11.051749] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:11.055118] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-04T20:36:11.055368] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-04T20:36:11.055482] [INFO ] [sig       ] FSBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:11.190564] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FSBC.txt
[2025-12-04T20:36:11.190719] [INFO ] [sig       ] [1264/3547] Completed FSBC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:11.190756] [INFO ] [sig       ] [1265/3547] Forecasting FSCO...
[2025-12-04T20:36:11.190783] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-04T20:36:11.190811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-04T20:36:11.202871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-04T20:36:11.203244] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-04T20:36:11.204123] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-04T20:36:11.204184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:11.204226] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:11.204262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:11.204333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:11.262450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:11.263352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:11.263435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:11.263466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:11.377050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:11.377215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:11.377257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:11.377284] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:11.380776] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-04T20:36:11.381056] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-04T20:36:11.381181] [INFO ] [sig       ] FSCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:11.521681] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FSCO.txt
[2025-12-04T20:36:11.521833] [INFO ] [sig       ] [1265/3547] Completed FSCO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:11.521869] [INFO ] [sig       ] [1266/3547] Forecasting FSK...
[2025-12-04T20:36:11.521897] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-04T20:36:11.521928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-04T20:36:11.534567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-04T20:36:11.534954] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-04T20:36:11.535737] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-04T20:36:11.535786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:11.535816] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:11.535842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:11.535895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:11.591115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:11.591968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:11.592049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:11.592079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:11.706680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:11.706841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:11.706880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:11.706907] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:11.710203] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2025-12-04T20:36:11.710461] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-04T20:36:11.710593] [INFO ] [sig       ] FSK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:11.849159] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FSK.txt
[2025-12-04T20:36:11.849328] [INFO ] [sig       ] [1266/3547] Completed FSK in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:11.849372] [INFO ] [sig       ] [1267/3547] Forecasting FSLY...
[2025-12-04T20:36:11.849402] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-04T20:36:11.849433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-04T20:36:11.861761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-04T20:36:11.862100] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-04T20:36:11.862878] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-04T20:36:11.862936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:11.862989] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:11.863025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:11.863097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:11.920474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:11.921373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:11.921452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:11.921485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:12.045187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:12.045341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:12.045381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:12.045428] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:12.048870] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-12-04T20:36:12.049169] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-04T20:36:12.049300] [INFO ] [sig       ] FSLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:12.185933] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FSLY.txt
[2025-12-04T20:36:12.186079] [INFO ] [sig       ] [1267/3547] Completed FSLY in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:12.186117] [INFO ] [sig       ] [1268/3547] Forecasting FSM...
[2025-12-04T20:36:12.186145] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-04T20:36:12.186175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-04T20:36:12.198140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-04T20:36:12.198656] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-04T20:36:12.199485] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-04T20:36:12.199538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:12.199623] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:12.199652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:12.199708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:12.259239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:12.260128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:12.260212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:12.260245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:12.381963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:12.382122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:12.382161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:12.382188] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:12.385652] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-12-04T20:36:12.385948] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-04T20:36:12.386075] [INFO ] [sig       ] FSM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:12.531471] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FSM.txt
[2025-12-04T20:36:12.531644] [INFO ] [sig       ] [1268/3547] Completed FSM in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:12.531687] [INFO ] [sig       ] [1269/3547] Forecasting FSS...
[2025-12-04T20:36:12.531714] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-04T20:36:12.531748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-04T20:36:12.544005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-04T20:36:12.544402] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-04T20:36:12.545226] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-04T20:36:12.545277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:12.545309] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:12.545335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:12.545389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:12.604377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:12.605286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:12.605382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:12.605414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:12.731482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:12.731649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:12.731691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:12.731720] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:12.735345] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=58.91%)
[2025-12-04T20:36:12.735666] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-04T20:36:12.735794] [INFO ] [sig       ] FSS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:12.880261] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FSS.txt
[2025-12-04T20:36:12.880394] [INFO ] [sig       ] [1269/3547] Completed FSS in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:12.880432] [INFO ] [sig       ] [1270/3547] Forecasting FTA...
[2025-12-04T20:36:12.880460] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-04T20:36:12.880489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-04T20:36:12.892540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-04T20:36:12.892868] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-04T20:36:12.893647] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-04T20:36:12.893696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:12.893726] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:12.893751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:12.893804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:12.948698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:12.949282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:12.949361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:12.949391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:13.065912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:13.066014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:13.066049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:13.066075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:13.069182] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2025-12-04T20:36:13.069438] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-04T20:36:13.069555] [INFO ] [sig       ] FTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:13.204277] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTA.txt
[2025-12-04T20:36:13.204384] [INFO ] [sig       ] [1270/3547] Completed FTA in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:13.204419] [INFO ] [sig       ] [1271/3547] Forecasting FTAI...
[2025-12-04T20:36:13.204446] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-04T20:36:13.204474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-04T20:36:13.215935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-04T20:36:13.216193] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-04T20:36:13.216965] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-04T20:36:13.217014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:13.217043] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:13.217068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:13.217132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:13.272343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:13.272939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:13.273013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:13.273043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:13.390800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:13.390903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:13.390937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:13.391014] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:13.394102] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-04T20:36:13.394397] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-04T20:36:13.394525] [INFO ] [sig       ] FTAI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:13.529160] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTAI.txt
[2025-12-04T20:36:13.529268] [INFO ] [sig       ] [1271/3547] Completed FTAI in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:13.529303] [INFO ] [sig       ] [1272/3547] Forecasting FTC...
[2025-12-04T20:36:13.529331] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-04T20:36:13.529358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-04T20:36:13.541749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-04T20:36:13.542181] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-04T20:36:13.543106] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-04T20:36:13.543161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:13.543192] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:13.543218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:13.543272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:13.601440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:13.602385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:13.602481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:13.602513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:13.725048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:13.725242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:13.725296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:13.725334] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:13.729047] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-04T20:36:13.729334] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-04T20:36:13.729490] [INFO ] [sig       ] FTC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:13.877596] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTC.txt
[2025-12-04T20:36:13.877769] [INFO ] [sig       ] [1272/3547] Completed FTC in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 13.0m
[2025-12-04T20:36:13.877808] [INFO ] [sig       ] [1273/3547] Forecasting FTCI...
[2025-12-04T20:36:13.877837] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-04T20:36:13.877868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-04T20:36:13.889750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-04T20:36:13.890153] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-04T20:36:13.890931] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-04T20:36:13.890994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:13.891024] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:13.891049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:13.891104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:13.946638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:13.947487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:13.947592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:13.947626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:14.068473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:14.068635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:14.068674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:14.068699] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:14.071931] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-04T20:36:14.072190] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-04T20:36:14.072303] [INFO ] [sig       ] FTCI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:14.207641] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTCI.txt
[2025-12-04T20:36:14.207779] [INFO ] [sig       ] [1273/3547] Completed FTCI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-04T20:36:14.207816] [INFO ] [sig       ] [1274/3547] Forecasting FTCS...
[2025-12-04T20:36:14.207843] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-04T20:36:14.207871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-04T20:36:14.219798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-04T20:36:14.220194] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-04T20:36:14.221002] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-04T20:36:14.221054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:14.221093] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:14.221129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:14.221202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:14.281716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:14.282673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:14.282771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:14.282809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:14.405539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:14.405705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:14.405745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:14.405773] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:14.409144] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-12-04T20:36:14.409442] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-04T20:36:14.409570] [INFO ] [sig       ] FTCS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:14.552400] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTCS.txt
[2025-12-04T20:36:14.552553] [INFO ] [sig       ] [1274/3547] Completed FTCS in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:14.552610] [INFO ] [sig       ] [1275/3547] Forecasting FTEK...
[2025-12-04T20:36:14.552641] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-04T20:36:14.552670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-04T20:36:14.564500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-04T20:36:14.564831] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-04T20:36:14.565656] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-04T20:36:14.565707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:14.565739] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:14.565764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:14.565819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:14.624388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:14.625231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:14.625310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:14.625342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:14.745848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:14.746003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:14.746043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:14.746071] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:14.749694] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-12-04T20:36:14.750029] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-04T20:36:14.750176] [INFO ] [sig       ] FTEK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:14.899740] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTEK.txt
[2025-12-04T20:36:14.899976] [INFO ] [sig       ] [1275/3547] Completed FTEK in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:14.900029] [INFO ] [sig       ] [1276/3547] Forecasting FTGC...
[2025-12-04T20:36:14.900064] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-04T20:36:14.900094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-04T20:36:14.911888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-04T20:36:14.912233] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-04T20:36:14.913059] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-04T20:36:14.913111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:14.913143] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:14.913169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:14.913224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:14.973395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:14.974168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:14.974250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:14.974281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:15.096606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:15.096829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:15.096872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:15.096901] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:15.100743] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-04T20:36:15.101075] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-04T20:36:15.101223] [INFO ] [sig       ] FTGC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:15.243094] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTGC.txt
[2025-12-04T20:36:15.243294] [INFO ] [sig       ] [1276/3547] Completed FTGC in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:15.243334] [INFO ] [sig       ] [1277/3547] Forecasting FTGS...
[2025-12-04T20:36:15.243364] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-04T20:36:15.243394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-04T20:36:15.255406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-04T20:36:15.255951] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-04T20:36:15.256834] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-04T20:36:15.256885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:15.256917] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:15.256943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:15.257000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:15.314376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:15.315465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:15.315561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:15.315615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:15.440771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:15.440990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:15.441033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:15.441062] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:15.444690] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-04T20:36:15.444984] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-04T20:36:15.445115] [INFO ] [sig       ] FTGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:15.585195] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTGS.txt
[2025-12-04T20:36:15.585397] [INFO ] [sig       ] [1277/3547] Completed FTGS in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:15.585438] [INFO ] [sig       ] [1278/3547] Forecasting FTHM...
[2025-12-04T20:36:15.585468] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-04T20:36:15.585500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-04T20:36:15.597653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-04T20:36:15.598018] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-04T20:36:15.598877] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-04T20:36:15.598930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:15.598962] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:15.598989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:15.599044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:15.654638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:15.655408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:15.655521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:15.655553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:15.773231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:15.773363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:15.773401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:15.773427] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:15.776665] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-12-04T20:36:15.776939] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-04T20:36:15.777062] [INFO ] [sig       ] FTHM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:15.912505] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTHM.txt
[2025-12-04T20:36:15.912641] [INFO ] [sig       ] [1278/3547] Completed FTHM in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:15.912679] [INFO ] [sig       ] [1279/3547] Forecasting FTHY...
[2025-12-04T20:36:15.912707] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-04T20:36:15.912735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-04T20:36:15.926662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-04T20:36:15.927172] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-04T20:36:15.928116] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-04T20:36:15.928171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:15.928203] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:15.928229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:15.928320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:15.987215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:15.988498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:15.988613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:15.988648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:16.102406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:16.102652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:16.102699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:16.102727] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:16.106448] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=40.26%)
[2025-12-04T20:36:16.106755] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-04T20:36:16.106883] [INFO ] [sig       ] FTHY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:16.250384] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTHY.txt
[2025-12-04T20:36:16.250619] [INFO ] [sig       ] [1279/3547] Completed FTHY in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:16.250664] [INFO ] [sig       ] [1280/3547] Forecasting FTI...
[2025-12-04T20:36:16.250694] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-04T20:36:16.250724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-04T20:36:16.264976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-04T20:36:16.265549] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-04T20:36:16.266536] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-04T20:36:16.266626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:16.266659] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:16.266686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:16.266744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:16.324797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:16.325887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:16.325986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:16.326019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:16.446974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:16.447232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:16.447286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:16.447318] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:16.451065] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-04T20:36:16.451365] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-04T20:36:16.451498] [INFO ] [sig       ] FTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:16.590826] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTI.txt
[2025-12-04T20:36:16.591005] [INFO ] [sig       ] [1280/3547] Completed FTI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:16.591043] [INFO ] [sig       ] [1281/3547] Forecasting FTK...
[2025-12-04T20:36:16.591071] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-04T20:36:16.591101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-04T20:36:16.603740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-04T20:36:16.604243] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-04T20:36:16.605165] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-04T20:36:16.605216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:16.605247] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:16.605272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:16.605329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:16.662094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:16.663207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:16.663304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:16.663336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:16.785102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:16.785360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:16.785435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:16.785469] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:16.789560] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-04T20:36:16.789950] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-04T20:36:16.790098] [INFO ] [sig       ] FTK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:16.930641] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTK.txt
[2025-12-04T20:36:16.930870] [INFO ] [sig       ] [1281/3547] Completed FTK in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:16.930912] [INFO ] [sig       ] [1282/3547] Forecasting FTLF...
[2025-12-04T20:36:16.930942] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-04T20:36:16.930972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-04T20:36:16.943512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-04T20:36:16.943963] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-04T20:36:16.944777] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-04T20:36:16.944827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:16.944858] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:16.944883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:16.944936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:16.999966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:17.000925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:17.001013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:17.001044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:17.110640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:17.110798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:17.110838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:17.110866] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:17.114214] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-12-04T20:36:17.114480] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-04T20:36:17.114618] [INFO ] [sig       ] FTLF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:17.253389] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTLF.txt
[2025-12-04T20:36:17.253556] [INFO ] [sig       ] [1282/3547] Completed FTLF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:17.253617] [INFO ] [sig       ] [1283/3547] Forecasting FTQI...
[2025-12-04T20:36:17.253647] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-04T20:36:17.253676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-04T20:36:17.268334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-04T20:36:17.268840] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-04T20:36:17.269744] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-04T20:36:17.269796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:17.269827] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:17.269854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:17.269912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:17.328260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:17.329386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:17.329479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:17.329510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:17.448907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:17.449137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:17.449190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:17.449225] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:17.453111] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=33.23%)
[2025-12-04T20:36:17.453447] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-04T20:36:17.453613] [INFO ] [sig       ] FTQI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:17.598355] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTQI.txt
[2025-12-04T20:36:17.598532] [INFO ] [sig       ] [1283/3547] Completed FTQI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:17.598588] [INFO ] [sig       ] [1284/3547] Forecasting FTRE...
[2025-12-04T20:36:17.598619] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-04T20:36:17.598651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-04T20:36:17.611621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-04T20:36:17.612120] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-04T20:36:17.613008] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-04T20:36:17.613062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:17.613114] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:17.613141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:17.613199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:17.669898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:17.671203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:17.671321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:17.671364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:17.798893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:17.799136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:17.799188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:17.799220] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:17.803158] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-04T20:36:17.803460] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-04T20:36:17.803608] [INFO ] [sig       ] FTRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:17.945782] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTRE.txt
[2025-12-04T20:36:17.945995] [INFO ] [sig       ] [1284/3547] Completed FTRE in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:17.946036] [INFO ] [sig       ] [1285/3547] Forecasting FTRI...
[2025-12-04T20:36:17.946065] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-04T20:36:17.946095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-04T20:36:17.959445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-04T20:36:17.959908] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-04T20:36:17.960827] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-04T20:36:17.960881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:17.960947] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:17.960975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:17.961031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:18.017617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:18.018760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:18.018852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:18.018883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:18.143296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:18.143542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:18.143620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:18.143660] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:18.147827] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-04T20:36:18.148216] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-04T20:36:18.148395] [INFO ] [sig       ] FTRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:18.299199] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTRI.txt
[2025-12-04T20:36:18.299411] [INFO ] [sig       ] [1285/3547] Completed FTRI in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:18.299451] [INFO ] [sig       ] [1286/3547] Forecasting FTS...
[2025-12-04T20:36:18.299480] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-04T20:36:18.299509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-04T20:36:18.312975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-04T20:36:18.313503] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-04T20:36:18.314324] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-04T20:36:18.314375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:18.314405] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:18.314431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:18.314485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:18.372281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:18.373201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:18.373284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:18.373315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:18.497395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:18.497556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:18.497616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:18.497644] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:18.501046] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-04T20:36:18.501325] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-04T20:36:18.501448] [INFO ] [sig       ] FTS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:18.638426] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTS.txt
[2025-12-04T20:36:18.638604] [INFO ] [sig       ] [1286/3547] Completed FTS in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:18.638644] [INFO ] [sig       ] [1287/3547] Forecasting FTSL...
[2025-12-04T20:36:18.638672] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-04T20:36:18.638699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-04T20:36:18.653306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-04T20:36:18.653908] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-04T20:36:18.654860] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-04T20:36:18.654913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:18.654945] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:18.654972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:18.655028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:18.713242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:18.714411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:18.714511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:18.714542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:18.838385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:18.838672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:18.838721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:18.838749] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:18.842724] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-04T20:36:18.843051] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-04T20:36:18.843186] [INFO ] [sig       ] FTSL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:18.988601] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTSL.txt
[2025-12-04T20:36:18.988810] [INFO ] [sig       ] [1287/3547] Completed FTSL in 0.4s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:18.988867] [INFO ] [sig       ] [1288/3547] Forecasting FTSM...
[2025-12-04T20:36:18.988897] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-04T20:36:18.988929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-04T20:36:19.002119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-04T20:36:19.002500] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-04T20:36:19.003318] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-04T20:36:19.003370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:19.003400] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:19.003425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:19.003479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:19.058836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:19.059418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:19.059495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:19.059524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:19.162423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:19.162535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:19.162586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:19.162648] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:19.165754] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-04T20:36:19.166009] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-04T20:36:19.166125] [INFO ] [sig       ] FTSM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:19.301385] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTSM.txt
[2025-12-04T20:36:19.301503] [INFO ] [sig       ] [1288/3547] Completed FTSM in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:19.301540] [INFO ] [sig       ] [1289/3547] Forecasting FTXG...
[2025-12-04T20:36:19.301567] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-12-04T20:36:19.301614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-12-04T20:36:19.316075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-12-04T20:36:19.316701] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-12-04T20:36:19.317638] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-12-04T20:36:19.317695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:19.317734] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:19.317767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:19.317824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:19.375789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:19.376932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:19.377034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:19.377066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:19.487723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:19.487991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:19.488055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:19.488097] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:19.492056] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-12-04T20:36:19.492360] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-12-04T20:36:19.492526] [INFO ] [sig       ] FTXG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:19.633426] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTXG.txt
[2025-12-04T20:36:19.633659] [INFO ] [sig       ] [1289/3547] Completed FTXG in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:19.633704] [INFO ] [sig       ] [1290/3547] Forecasting FTXL...
[2025-12-04T20:36:19.633733] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-04T20:36:19.633762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-04T20:36:19.646773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-04T20:36:19.647398] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-04T20:36:19.648368] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-04T20:36:19.648423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:19.648454] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:19.648479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:19.648537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:19.705524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:19.706712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:19.706811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:19.706842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:19.831892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:19.832131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:19.832177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:19.832206] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:19.836011] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: DOWN (p=28.35%)
[2025-12-04T20:36:19.836307] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-04T20:36:19.836438] [INFO ] [sig       ] FTXL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:19.980429] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FTXL.txt
[2025-12-04T20:36:19.980657] [INFO ] [sig       ] [1290/3547] Completed FTXL in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 12.9m
[2025-12-04T20:36:19.980727] [INFO ] [sig       ] [1291/3547] Forecasting FTXN...
[2025-12-04T20:36:19.980759] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-04T20:36:19.980788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-04T20:36:19.993764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-04T20:36:19.994103] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-04T20:36:19.995045] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-04T20:36:19.995095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:19.995126] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:19.995151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:19.995233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:20.052138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:20.053262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:20.053395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:20.053428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:20.172704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:20.172939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:20.173012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:20.173043] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:20.176845] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-12-04T20:36:20.177141] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-04T20:36:20.177271] [INFO ] [sig       ] FTXN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:20.317358] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTXN.txt
[2025-12-04T20:36:20.317599] [INFO ] [sig       ] [1291/3547] Completed FTXN in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:20.317643] [INFO ] [sig       ] [1292/3547] Forecasting FTXO...
[2025-12-04T20:36:20.317673] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-04T20:36:20.317704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-04T20:36:20.330464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-04T20:36:20.331030] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-04T20:36:20.331941] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-04T20:36:20.331991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:20.332024] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:20.332048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:20.332105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:20.391684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:20.392771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:20.392864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:20.392896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:20.513946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:20.514186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:20.514230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:20.514256] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:20.518306] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-04T20:36:20.518672] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-04T20:36:20.518818] [INFO ] [sig       ] FTXO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:20.666623] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FTXO.txt
[2025-12-04T20:36:20.667005] [INFO ] [sig       ] [1292/3547] Completed FTXO in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:20.667055] [INFO ] [sig       ] [1293/3547] Forecasting FUBO...
[2025-12-04T20:36:20.667085] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-04T20:36:20.667118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-04T20:36:20.681081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-04T20:36:20.681612] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-04T20:36:20.682551] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-04T20:36:20.682632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:20.682672] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:20.682707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:20.682782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:20.738956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:20.740196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:20.740304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:20.740336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:20.864720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:20.864949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:20.864995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:20.865023] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:20.868799] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-04T20:36:20.869095] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-04T20:36:20.869224] [INFO ] [sig       ] FUBO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:21.007417] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FUBO.txt
[2025-12-04T20:36:21.007619] [INFO ] [sig       ] [1293/3547] Completed FUBO in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:21.007661] [INFO ] [sig       ] [1294/3547] Forecasting FUL...
[2025-12-04T20:36:21.007691] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-04T20:36:21.007721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-04T20:36:21.020994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-04T20:36:21.021425] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-04T20:36:21.022244] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-04T20:36:21.022293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:21.022323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:21.022347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:21.022402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:21.077478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:21.078448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:21.078537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:21.078567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:21.197586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:21.197750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:21.197787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:21.197813] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:21.201144] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-12-04T20:36:21.201406] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-04T20:36:21.201521] [INFO ] [sig       ] FUL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:21.337947] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FUL.txt
[2025-12-04T20:36:21.338103] [INFO ] [sig       ] [1294/3547] Completed FUL in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:21.338141] [INFO ] [sig       ] [1295/3547] Forecasting FULC...
[2025-12-04T20:36:21.338169] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-04T20:36:21.338198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-04T20:36:21.351372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-04T20:36:21.351874] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-04T20:36:21.352801] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-04T20:36:21.352851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:21.352901] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:21.352927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:21.352983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:21.409978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:21.411119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:21.411264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:21.411296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:21.536296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:21.536514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:21.536558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:21.536607] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:21.540411] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-04T20:36:21.540723] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-04T20:36:21.540855] [INFO ] [sig       ] FULC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:21.680634] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FULC.txt
[2025-12-04T20:36:21.680827] [INFO ] [sig       ] [1295/3547] Completed FULC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:21.680867] [INFO ] [sig       ] [1296/3547] Forecasting FUN...
[2025-12-04T20:36:21.680897] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-04T20:36:21.680927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-04T20:36:21.696487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-04T20:36:21.696953] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-04T20:36:21.697856] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-04T20:36:21.697906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:21.697938] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:21.697964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:21.698032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:21.755434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:21.756500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:21.756610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:21.756646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:21.883865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:21.884115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:21.884164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:21.884192] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:21.888616] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=69.77%)
[2025-12-04T20:36:21.889094] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-04T20:36:21.889266] [INFO ] [sig       ] FUN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:22.036952] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FUN.txt
[2025-12-04T20:36:22.037161] [INFO ] [sig       ] [1296/3547] Completed FUN in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:22.037201] [INFO ] [sig       ] [1297/3547] Forecasting FUNC...
[2025-12-04T20:36:22.037228] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-04T20:36:22.037259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-04T20:36:22.050801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-04T20:36:22.051347] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-04T20:36:22.052237] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-04T20:36:22.052289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:22.052320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:22.052345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:22.052402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:22.109053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:22.110101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:22.110188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:22.110220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:22.229726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:22.229888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:22.229928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:22.229955] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:22.233241] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-04T20:36:22.233510] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-04T20:36:22.233653] [INFO ] [sig       ] FUNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:22.369021] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FUNC.txt
[2025-12-04T20:36:22.369171] [INFO ] [sig       ] [1297/3547] Completed FUNC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:22.369225] [INFO ] [sig       ] [1298/3547] Forecasting FUND...
[2025-12-04T20:36:22.369257] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-04T20:36:22.369285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-04T20:36:22.380065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-04T20:36:22.380327] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-04T20:36:22.381096] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-04T20:36:22.381144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:22.381173] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:22.381198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:22.381251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:22.437612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:22.441429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:22.441533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:22.441569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:22.554903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:22.555065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:22.555105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:22.555133] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:22.558562] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=54.95%)
[2025-12-04T20:36:22.558842] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-04T20:36:22.558963] [INFO ] [sig       ] FUND: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:22.695310] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FUND.txt
[2025-12-04T20:36:22.695471] [INFO ] [sig       ] [1298/3547] Completed FUND in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:22.695510] [INFO ] [sig       ] [1299/3547] Forecasting FVCB...
[2025-12-04T20:36:22.695548] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-04T20:36:22.695602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-04T20:36:22.706893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-04T20:36:22.707171] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-04T20:36:22.707958] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-04T20:36:22.708008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:22.708040] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:22.708095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:22.708165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:22.765171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:22.765880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:22.765957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:22.765989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:22.877029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:22.877187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:22.877227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:22.877254] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:22.880672] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=51.57%)
[2025-12-04T20:36:22.880960] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-04T20:36:22.881100] [INFO ] [sig       ] FVCB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:23.014956] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FVCB.txt
[2025-12-04T20:36:23.015091] [INFO ] [sig       ] [1299/3547] Completed FVCB in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:23.015128] [INFO ] [sig       ] [1300/3547] Forecasting FWONA...
[2025-12-04T20:36:23.015156] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-04T20:36:23.015185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-04T20:36:23.026239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-04T20:36:23.026524] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-04T20:36:23.027292] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-04T20:36:23.027342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:23.027372] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:23.027397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:23.027451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:23.082181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:23.082803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:23.082878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:23.082909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:23.200817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:23.200972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:23.201011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:23.201037] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:23.204329] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-04T20:36:23.204619] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-04T20:36:23.204739] [INFO ] [sig       ] FWONA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:23.356814] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FWONA.txt
[2025-12-04T20:36:23.356955] [INFO ] [sig       ] [1300/3547] Completed FWONA in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:23.356991] [INFO ] [sig       ] [1301/3547] Forecasting FWONK...
[2025-12-04T20:36:23.357019] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-04T20:36:23.357048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-04T20:36:23.368612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-04T20:36:23.368910] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-04T20:36:23.369665] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-04T20:36:23.369713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:23.369744] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:23.369769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:23.369823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:23.425215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:23.425854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:23.425929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:23.425959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:23.540625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:23.540777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:23.540815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:23.540844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:23.544179] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-04T20:36:23.544444] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-04T20:36:23.544560] [INFO ] [sig       ] FWONK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:23.681483] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FWONK.txt
[2025-12-04T20:36:23.681622] [INFO ] [sig       ] [1301/3547] Completed FWONK in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:23.681661] [INFO ] [sig       ] [1302/3547] Forecasting FWRD...
[2025-12-04T20:36:23.681690] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-04T20:36:23.681718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-04T20:36:23.693096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-04T20:36:23.693375] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-04T20:36:23.694153] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-04T20:36:23.694202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:23.694259] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:23.694286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:23.694341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:23.750621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:23.751433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:23.751514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:23.751546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:23.872669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:23.872824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:23.872865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:23.872910] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:23.876236] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-04T20:36:23.876505] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-04T20:36:23.876671] [INFO ] [sig       ] FWRD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:24.018550] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/FWRD.txt
[2025-12-04T20:36:24.018705] [INFO ] [sig       ] [1302/3547] Completed FWRD in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:24.018748] [INFO ] [sig       ] [1303/3547] Forecasting FWRG...
[2025-12-04T20:36:24.018776] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-04T20:36:24.018805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-04T20:36:24.030855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-04T20:36:24.031134] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-04T20:36:24.031904] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-04T20:36:24.031954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:24.031983] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:24.032009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:24.032063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:24.087993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:24.088735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:24.088824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:24.088857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:24.213240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:24.213402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:24.213442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:24.213469] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:24.216994] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-04T20:36:24.217261] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-04T20:36:24.217385] [INFO ] [sig       ] FWRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:24.354107] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FWRG.txt
[2025-12-04T20:36:24.354252] [INFO ] [sig       ] [1303/3547] Completed FWRG in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:24.354289] [INFO ] [sig       ] [1304/3547] Forecasting FYC...
[2025-12-04T20:36:24.354318] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-04T20:36:24.354346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-04T20:36:24.365854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-04T20:36:24.366228] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-04T20:36:24.367006] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-04T20:36:24.367055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:24.367086] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:24.367111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:24.367165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:24.424712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:24.425601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:24.425705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:24.425738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:24.550738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:24.550895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:24.550933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:24.550960] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:24.554300] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-04T20:36:24.554594] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-04T20:36:24.554720] [INFO ] [sig       ] FYC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:24.702055] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FYC.txt
[2025-12-04T20:36:24.702209] [INFO ] [sig       ] [1304/3547] Completed FYC in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:24.702249] [INFO ] [sig       ] [1305/3547] Forecasting FYX...
[2025-12-04T20:36:24.702278] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-04T20:36:24.702308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-04T20:36:24.713276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-04T20:36:24.713674] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-04T20:36:24.714460] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-04T20:36:24.714509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:24.714539] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:24.714564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:24.714650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:24.770044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:24.770903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:24.770985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:24.771016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:24.892601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:24.892761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:24.892799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:24.892860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:24.896198] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-04T20:36:24.896470] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-04T20:36:24.896617] [INFO ] [sig       ] FYX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:25.034119] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/FYX.txt
[2025-12-04T20:36:25.034246] [INFO ] [sig       ] [1305/3547] Completed FYX in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:25.034283] [INFO ] [sig       ] [1306/3547] Forecasting G...
[2025-12-04T20:36:25.034310] [INFO ] [sig       ] Generating forecast for: G
[2025-12-04T20:36:25.034338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-04T20:36:25.045743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-04T20:36:25.046010] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-04T20:36:25.046764] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-04T20:36:25.046813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:25.046843] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:25.046880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:25.046936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:25.101504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:25.102084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:25.102156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:25.102186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:25.223382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:25.223529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:25.223585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:25.223618] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:25.226856] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-12-04T20:36:25.227115] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-04T20:36:25.227228] [INFO ] [sig       ] G: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:25.364403] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/G.txt
[2025-12-04T20:36:25.364515] [INFO ] [sig       ] [1306/3547] Completed G in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:25.364551] [INFO ] [sig       ] [1307/3547] Forecasting GAB...
[2025-12-04T20:36:25.364595] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-04T20:36:25.364626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-04T20:36:25.376017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-04T20:36:25.376271] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-04T20:36:25.377030] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-04T20:36:25.377079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:25.377108] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:25.377133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:25.377187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:25.436774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:25.437410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:25.437486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:25.437517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:25.558035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:25.558161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:25.558197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:25.558225] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:25.561472] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-04T20:36:25.561783] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-04T20:36:25.561900] [INFO ] [sig       ] GAB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:25.699748] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GAB.txt
[2025-12-04T20:36:25.699875] [INFO ] [sig       ] [1307/3547] Completed GAB in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 12.8m
[2025-12-04T20:36:25.699911] [INFO ] [sig       ] [1308/3547] Forecasting GABC...
[2025-12-04T20:36:25.699939] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-04T20:36:25.699969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-04T20:36:25.710526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-04T20:36:25.710825] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-04T20:36:25.711569] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-04T20:36:25.711648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:25.711678] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:25.711702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:25.711756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:25.768015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:25.768663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:25.768737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:25.768767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:25.883489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:25.883617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:25.883654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:25.883680] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:25.886818] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-12-04T20:36:25.887076] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-04T20:36:25.887189] [INFO ] [sig       ] GABC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:26.067141] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GABC.txt
[2025-12-04T20:36:26.067271] [INFO ] [sig       ] [1308/3547] Completed GABC in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 12.7m
[2025-12-04T20:36:26.067308] [INFO ] [sig       ] [1309/3547] Forecasting GAIA...
[2025-12-04T20:36:26.067336] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-04T20:36:26.067365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-04T20:36:26.080978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-04T20:36:26.081552] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-04T20:36:26.082504] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-04T20:36:26.082558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:26.082625] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:26.082653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:26.082712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:26.143287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:26.144667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:26.144805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:26.144852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:26.268841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:26.269082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:26.269128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:26.269158] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:26.273226] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2025-12-04T20:36:26.273616] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-04T20:36:26.273770] [INFO ] [sig       ] GAIA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:26.418363] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GAIA.txt
[2025-12-04T20:36:26.418604] [INFO ] [sig       ] [1309/3547] Completed GAIA in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:26.418648] [INFO ] [sig       ] [1310/3547] Forecasting GAIN...
[2025-12-04T20:36:26.418675] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-04T20:36:26.418717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-04T20:36:26.431909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-04T20:36:26.432400] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-04T20:36:26.433298] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-04T20:36:26.433348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:26.433379] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:26.433403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:26.433458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:26.490014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:26.491163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:26.491259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:26.491292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:26.611549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:26.611795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:26.611848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:26.611877] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:26.615771] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=62.74%)
[2025-12-04T20:36:26.616070] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-04T20:36:26.616204] [INFO ] [sig       ] GAIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:26.759442] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GAIN.txt
[2025-12-04T20:36:26.759647] [INFO ] [sig       ] [1310/3547] Completed GAIN in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:26.759688] [INFO ] [sig       ] [1311/3547] Forecasting GAM...
[2025-12-04T20:36:26.759716] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-04T20:36:26.759745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-04T20:36:26.773253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-04T20:36:26.773786] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-04T20:36:26.774841] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-04T20:36:26.774896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:26.774929] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:26.774954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:26.775012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:26.831622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:26.832609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:26.832692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:26.832724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:26.947240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:26.947472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:26.947518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:26.947546] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:26.951422] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-04T20:36:26.951743] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-04T20:36:26.951879] [INFO ] [sig       ] GAM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:27.091285] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GAM.txt
[2025-12-04T20:36:27.091487] [INFO ] [sig       ] [1311/3547] Completed GAM in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:27.091527] [INFO ] [sig       ] [1312/3547] Forecasting GAMB...
[2025-12-04T20:36:27.091556] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-04T20:36:27.091606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-04T20:36:27.104715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-04T20:36:27.105121] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-04T20:36:27.105924] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-04T20:36:27.105974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:27.106003] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:27.106030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:27.106084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:27.160759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:27.161462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:27.161598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:27.161633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:27.283476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:27.283650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:27.283692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:27.283722] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:27.287096] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-12-04T20:36:27.287431] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-04T20:36:27.287570] [INFO ] [sig       ] GAMB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:27.431263] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GAMB.txt
[2025-12-04T20:36:27.431422] [INFO ] [sig       ] [1312/3547] Completed GAMB in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:27.431461] [INFO ] [sig       ] [1313/3547] Forecasting GANX...
[2025-12-04T20:36:27.431490] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-04T20:36:27.431518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-04T20:36:27.444286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-04T20:36:27.444682] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-04T20:36:27.445441] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-04T20:36:27.445492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:27.445523] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:27.445547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:27.445626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:27.504176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:27.505030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:27.505131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:27.505180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:27.634056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:27.634218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:27.634257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:27.634284] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:27.637723] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-04T20:36:27.637996] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-04T20:36:27.638118] [INFO ] [sig       ] GANX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:27.781839] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GANX.txt
[2025-12-04T20:36:27.781993] [INFO ] [sig       ] [1313/3547] Completed GANX in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:27.782030] [INFO ] [sig       ] [1314/3547] Forecasting GASS...
[2025-12-04T20:36:27.782059] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-04T20:36:27.782087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-04T20:36:27.793318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-04T20:36:27.793701] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-04T20:36:27.794440] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-04T20:36:27.794488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:27.794518] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:27.794544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:27.794619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:27.858153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:27.859075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:27.859159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:27.859191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:27.994970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:27.995213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:27.995262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:27.995291] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:27.999343] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-04T20:36:27.999745] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-04T20:36:27.999898] [INFO ] [sig       ] GASS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:28.146589] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GASS.txt
[2025-12-04T20:36:28.146808] [INFO ] [sig       ] [1314/3547] Completed GASS in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:28.146850] [INFO ] [sig       ] [1315/3547] Forecasting GATX...
[2025-12-04T20:36:28.146882] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-04T20:36:28.146913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-04T20:36:28.160554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-04T20:36:28.160986] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-04T20:36:28.161882] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-04T20:36:28.161947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:28.161992] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:28.162020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:28.162075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:28.219873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:28.220852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:28.220944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:28.220977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:28.345948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:28.346111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:28.346151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:28.346181] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:28.349620] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=61.55%)
[2025-12-04T20:36:28.349890] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-04T20:36:28.350014] [INFO ] [sig       ] GATX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:28.497441] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GATX.txt
[2025-12-04T20:36:28.497726] [INFO ] [sig       ] [1315/3547] Completed GATX in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:28.497770] [INFO ] [sig       ] [1316/3547] Forecasting GAUZ...
[2025-12-04T20:36:28.497800] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-04T20:36:28.497832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-04T20:36:28.512070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-04T20:36:28.512637] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-04T20:36:28.513665] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-04T20:36:28.513721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:28.513754] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:28.513783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:28.513842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:28.572280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:28.573559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:28.573685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:28.573720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:28.698839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:28.699083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:28.699130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:28.699160] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:28.703109] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=46.76%)
[2025-12-04T20:36:28.703416] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-04T20:36:28.703556] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:28.853518] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GAUZ.txt
[2025-12-04T20:36:28.853762] [INFO ] [sig       ] [1316/3547] Completed GAUZ in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:28.853802] [INFO ] [sig       ] [1317/3547] Forecasting GBAB...
[2025-12-04T20:36:28.853831] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-04T20:36:28.853864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-04T20:36:28.867075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-04T20:36:28.867562] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-04T20:36:28.868458] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-04T20:36:28.868509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:28.868539] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:28.868564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:28.868662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:28.924770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:28.925759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:28.925852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:28.925884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:29.044413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:29.044672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:29.044718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:29.044746] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:29.048547] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2025-12-04T20:36:29.048890] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-04T20:36:29.049033] [INFO ] [sig       ] GBAB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:29.187998] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GBAB.txt
[2025-12-04T20:36:29.188148] [INFO ] [sig       ] [1317/3547] Completed GBAB in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:29.188187] [INFO ] [sig       ] [1318/3547] Forecasting GBCI...
[2025-12-04T20:36:29.188216] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-04T20:36:29.188246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-04T20:36:29.200463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-04T20:36:29.200890] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-04T20:36:29.201729] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-04T20:36:29.201782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:29.201814] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:29.201839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:29.201892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:29.259095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:29.259988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:29.260072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:29.260105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:29.379110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:29.379277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:29.379317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:29.379345] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:29.382903] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-04T20:36:29.383224] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-04T20:36:29.383361] [INFO ] [sig       ] GBCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:29.523378] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GBCI.txt
[2025-12-04T20:36:29.523623] [INFO ] [sig       ] [1318/3547] Completed GBCI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:29.523670] [INFO ] [sig       ] [1319/3547] Forecasting GBDC...
[2025-12-04T20:36:29.523699] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-04T20:36:29.523732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-04T20:36:29.537169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-04T20:36:29.537547] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-04T20:36:29.538373] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-04T20:36:29.538437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:29.538499] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:29.538525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:29.538599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:29.593773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:29.594542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:29.594641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:29.594672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:29.717989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:29.718148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:29.718189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:29.718216] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:29.721644] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-04T20:36:29.721943] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-04T20:36:29.722070] [INFO ] [sig       ] GBDC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:29.861216] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GBDC.txt
[2025-12-04T20:36:29.861364] [INFO ] [sig       ] [1319/3547] Completed GBDC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:29.861402] [INFO ] [sig       ] [1320/3547] Forecasting GBIO...
[2025-12-04T20:36:29.861429] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-04T20:36:29.861458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-04T20:36:29.872846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-04T20:36:29.873119] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-04T20:36:29.873901] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-04T20:36:29.873951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:29.873981] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:29.874006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:29.874060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:29.929176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:29.930015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:29.930095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:29.930126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:30.043440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:30.043609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:30.043650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:30.043677] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:30.046898] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-04T20:36:30.047152] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-04T20:36:30.047267] [INFO ] [sig       ] GBIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:30.183930] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GBIO.txt
[2025-12-04T20:36:30.184053] [INFO ] [sig       ] [1320/3547] Completed GBIO in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:30.184089] [INFO ] [sig       ] [1321/3547] Forecasting GBTG...
[2025-12-04T20:36:30.184115] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-04T20:36:30.184143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-04T20:36:30.195315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-04T20:36:30.195598] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-04T20:36:30.196328] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-04T20:36:30.196377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:30.196408] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:30.196433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:30.196486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:30.255124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:30.256440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:30.256544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:30.256594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:30.383978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:30.384248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:30.384297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:30.384325] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:30.388537] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-12-04T20:36:30.388890] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-04T20:36:30.389039] [INFO ] [sig       ] GBTG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:30.532686] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GBTG.txt
[2025-12-04T20:36:30.532886] [INFO ] [sig       ] [1321/3547] Completed GBTG in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:30.532927] [INFO ] [sig       ] [1322/3547] Forecasting GCBC...
[2025-12-04T20:36:30.532955] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-04T20:36:30.532987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-04T20:36:30.545721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-04T20:36:30.546304] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-04T20:36:30.547337] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-04T20:36:30.547387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:30.547418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:30.547443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:30.547498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:30.602937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:30.604046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:30.604145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:30.604177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:30.712248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:30.712479] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:36:30.712525] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:30.712977] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:30.717542] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-04T20:36:30.717945] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-04T20:36:30.718165] [INFO ] [sig       ] GCBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:30.863841] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GCBC.txt
[2025-12-04T20:36:30.864007] [INFO ] [sig       ] [1322/3547] Completed GCBC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:30.864046] [INFO ] [sig       ] [1323/3547] Forecasting GCMG...
[2025-12-04T20:36:30.864073] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-04T20:36:30.864103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-04T20:36:30.877845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-04T20:36:30.878389] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-04T20:36:30.879301] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-04T20:36:30.879355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:30.879387] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:30.879412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:30.879468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:30.936526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:30.937663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:30.937759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:30.937790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:31.062840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:31.063063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:31.063107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:31.063136] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:31.066827] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-04T20:36:31.067124] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-04T20:36:31.067251] [INFO ] [sig       ] GCMG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:31.209927] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GCMG.txt
[2025-12-04T20:36:31.210119] [INFO ] [sig       ] [1323/3547] Completed GCMG in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:31.210158] [INFO ] [sig       ] [1324/3547] Forecasting GD...
[2025-12-04T20:36:31.210186] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-04T20:36:31.210216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-04T20:36:31.223659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-04T20:36:31.224038] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-04T20:36:31.224861] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-04T20:36:31.224911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:31.224940] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:31.224965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:31.225021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:31.280075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:31.280714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:31.280791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:31.280821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:31.399836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:31.400019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:31.400069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:31.400098] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:31.403678] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2025-12-04T20:36:31.404008] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-04T20:36:31.404132] [INFO ] [sig       ] GD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:31.541408] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GD.txt
[2025-12-04T20:36:31.541592] [INFO ] [sig       ] [1324/3547] Completed GD in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:31.541632] [INFO ] [sig       ] [1325/3547] Forecasting GDC...
[2025-12-04T20:36:31.541660] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-04T20:36:31.541688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-04T20:36:31.557162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-04T20:36:31.557834] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-04T20:36:31.558817] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-04T20:36:31.558870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:31.558901] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:31.558926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:31.558982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:31.629154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:31.630247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:31.630340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:31.630372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:31.754900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:31.755137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:31.755183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:31.755212] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:31.759049] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-04T20:36:31.759362] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-04T20:36:31.759501] [INFO ] [sig       ] GDC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:31.919603] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GDC.txt
[2025-12-04T20:36:31.919882] [INFO ] [sig       ] [1325/3547] Completed GDC in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 12.7m
[2025-12-04T20:36:31.919931] [INFO ] [sig       ] [1326/3547] Forecasting GDDY...
[2025-12-04T20:36:31.919966] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-04T20:36:31.920002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-04T20:36:31.935012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-04T20:36:31.935712] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-04T20:36:31.936804] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-04T20:36:31.936859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:31.936894] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:31.936920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:31.936979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:32.003606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:32.004781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:32.004885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:32.004919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:32.150277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:32.150623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:32.150717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:32.150757] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:32.156140] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=49.15%)
[2025-12-04T20:36:32.156623] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-04T20:36:32.156828] [INFO ] [sig       ] GDDY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:32.311443] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GDDY.txt
[2025-12-04T20:36:32.311671] [INFO ] [sig       ] [1326/3547] Completed GDDY in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:32.311719] [INFO ] [sig       ] [1327/3547] Forecasting GDEN...
[2025-12-04T20:36:32.311751] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-04T20:36:32.311784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-04T20:36:32.325134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-04T20:36:32.325560] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-04T20:36:32.326369] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-04T20:36:32.326419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:32.326449] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:32.326474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:32.326527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:32.381139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:32.381767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:32.381845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:32.381876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:32.500861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:32.501019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:32.501058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:32.501086] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:32.504413] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-04T20:36:32.504709] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-04T20:36:32.504831] [INFO ] [sig       ] GDEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:32.650473] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GDEN.txt
[2025-12-04T20:36:32.650644] [INFO ] [sig       ] [1327/3547] Completed GDEN in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:32.650683] [INFO ] [sig       ] [1328/3547] Forecasting GDHG...
[2025-12-04T20:36:32.650712] [INFO ] [sig       ] Generating forecast for: GDHG
[2025-12-04T20:36:32.650741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'.
[2025-12-04T20:36:32.662719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDHG'.
[2025-12-04T20:36:32.663151] [INFO ] [FORECASTER] Starting predict_future for GDHG
[2025-12-04T20:36:32.664040] [DEBUG] [LOCAL     ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt
[2025-12-04T20:36:32.664092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:32.664124] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:32.664150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:32.664207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:32.723452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:32.724429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:32.724521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:32.724553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:32.836285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:32.836433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:32.836471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:32.836497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:32.839877] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-04T20:36:32.840147] [INFO ] [FORECASTER] Completed predict_future for GDHG
[2025-12-04T20:36:32.840261] [INFO ] [sig       ] GDHG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:32.984883] [INFO ] [LOCAL     ] Saved forecast: GDHG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GDHG.txt
[2025-12-04T20:36:32.985374] [INFO ] [sig       ] [1328/3547] Completed GDHG in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:32.985447] [INFO ] [sig       ] [1329/3547] Forecasting GDRX...
[2025-12-04T20:36:32.985505] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-04T20:36:32.985557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-04T20:36:32.997857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-04T20:36:32.998208] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-04T20:36:32.999057] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-04T20:36:32.999106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:32.999135] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:32.999160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:32.999214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:33.056027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:33.056684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:33.056790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:33.056831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:33.174471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:33.174616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:33.174656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:33.174683] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:33.178002] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2025-12-04T20:36:33.178291] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-04T20:36:33.178412] [INFO ] [sig       ] GDRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:33.319122] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GDRX.txt
[2025-12-04T20:36:33.319287] [INFO ] [sig       ] [1329/3547] Completed GDRX in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:33.319325] [INFO ] [sig       ] [1330/3547] Forecasting GDS...
[2025-12-04T20:36:33.319354] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-04T20:36:33.319383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-04T20:36:33.331348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-04T20:36:33.331733] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-04T20:36:33.332483] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-04T20:36:33.332533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:33.332594] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:33.332623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:33.332677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:33.388223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:33.389071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:33.389169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:33.389200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:33.512309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:33.512474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:33.512515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:33.512543] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:33.515997] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-04T20:36:33.516277] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-04T20:36:33.516401] [INFO ] [sig       ] GDS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:33.653898] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GDS.txt
[2025-12-04T20:36:33.654029] [INFO ] [sig       ] [1330/3547] Completed GDS in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:33.654067] [INFO ] [sig       ] [1331/3547] Forecasting GDYN...
[2025-12-04T20:36:33.654096] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-04T20:36:33.654126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-04T20:36:33.665309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-04T20:36:33.665622] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-04T20:36:33.666391] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-04T20:36:33.666441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:33.666472] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:33.666498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:33.666553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:33.723601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:33.724231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:33.724308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:33.724339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:33.851595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:33.851716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:33.851755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:33.851783] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:33.855114] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-04T20:36:33.855374] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-04T20:36:33.855490] [INFO ] [sig       ] GDYN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:33.992140] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GDYN.txt
[2025-12-04T20:36:33.992272] [INFO ] [sig       ] [1331/3547] Completed GDYN in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:33.992307] [INFO ] [sig       ] [1332/3547] Forecasting GE...
[2025-12-04T20:36:33.992335] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-04T20:36:33.992362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-04T20:36:34.003812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-04T20:36:34.004144] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-04T20:36:34.004905] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-04T20:36:34.004957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:34.004987] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:34.005011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:34.005065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:34.063594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:34.064379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:34.064453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:34.064483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:34.183313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:34.183467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:34.183506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:34.183533] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:34.186828] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-04T20:36:34.187095] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-04T20:36:34.187213] [INFO ] [sig       ] GE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:34.324432] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GE.txt
[2025-12-04T20:36:34.324636] [INFO ] [sig       ] [1332/3547] Completed GE in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:34.324676] [INFO ] [sig       ] [1333/3547] Forecasting GECC...
[2025-12-04T20:36:34.324705] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-04T20:36:34.324734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-04T20:36:34.335844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-04T20:36:34.336163] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-04T20:36:34.337022] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-04T20:36:34.337077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:34.337108] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:34.337134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:34.337188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:34.394794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:34.395687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:34.395770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:34.395806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:34.518810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:34.519032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:34.519082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:34.519112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:34.522905] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-04T20:36:34.523211] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-04T20:36:34.523352] [INFO ] [sig       ] GECC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:34.661991] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GECC.txt
[2025-12-04T20:36:34.662156] [INFO ] [sig       ] [1333/3547] Completed GECC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:34.662201] [INFO ] [sig       ] [1334/3547] Forecasting GEF...
[2025-12-04T20:36:34.662231] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-04T20:36:34.662259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-04T20:36:34.674417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-04T20:36:34.674805] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-04T20:36:34.675650] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-04T20:36:34.675701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:34.675732] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:34.675758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:34.675814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:34.735063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:34.735931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:34.736014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:34.736046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:34.856756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:34.856923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:34.856966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:34.856993] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:34.860411] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-12-04T20:36:34.860698] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-04T20:36:34.860825] [INFO ] [sig       ] GEF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:34.997969] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GEF.txt
[2025-12-04T20:36:34.998126] [INFO ] [sig       ] [1334/3547] Completed GEF in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:34.998163] [INFO ] [sig       ] [1335/3547] Forecasting GEHC...
[2025-12-04T20:36:34.998190] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-04T20:36:34.998220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-04T20:36:35.009796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-04T20:36:35.010151] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-04T20:36:35.010940] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-04T20:36:35.010991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:35.011023] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:35.011049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:35.011106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:35.068957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:35.069814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:35.069900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:35.069932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:35.191400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:35.191551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:35.191627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:35.191676] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:35.194983] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-04T20:36:35.195256] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-04T20:36:35.195377] [INFO ] [sig       ] GEHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:35.332931] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GEHC.txt
[2025-12-04T20:36:35.333056] [INFO ] [sig       ] [1335/3547] Completed GEHC in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:35.333093] [INFO ] [sig       ] [1336/3547] Forecasting GEL...
[2025-12-04T20:36:35.333121] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-04T20:36:35.333149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-04T20:36:35.347949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-04T20:36:35.348428] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-04T20:36:35.349475] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-04T20:36:35.349537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:35.349635] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:35.349674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:35.349751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:35.414987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:35.415895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:35.415977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:35.416008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:35.534068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:35.534226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:35.534265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:35.534291] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:35.537754] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-04T20:36:35.538081] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-04T20:36:35.538217] [INFO ] [sig       ] GEL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:35.680314] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GEL.txt
[2025-12-04T20:36:35.680456] [INFO ] [sig       ] [1336/3547] Completed GEL in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:35.680494] [INFO ] [sig       ] [1337/3547] Forecasting GEN...
[2025-12-04T20:36:35.680522] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-04T20:36:35.680550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-04T20:36:35.694514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-04T20:36:35.695025] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-04T20:36:35.696108] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-04T20:36:35.696175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:35.696218] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:35.696256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:35.696337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:35.768589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:35.769420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:35.769499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:35.769529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:35.892014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:35.892182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:35.892230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:35.892284] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:35.895708] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-12-04T20:36:35.895971] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-04T20:36:35.896093] [INFO ] [sig       ] GEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:36.034539] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GEN.txt
[2025-12-04T20:36:36.034710] [INFO ] [sig       ] [1337/3547] Completed GEN in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:36.034748] [INFO ] [sig       ] [1338/3547] Forecasting GENI...
[2025-12-04T20:36:36.034777] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-04T20:36:36.034805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-04T20:36:36.046664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-04T20:36:36.047007] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-04T20:36:36.047762] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-04T20:36:36.047811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:36.047842] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:36.047867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:36.047921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:36.105567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:36.106215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:36.106289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:36.106321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:36.222561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:36.222729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:36.222769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:36.222803] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:36.226147] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-04T20:36:36.226412] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-04T20:36:36.226528] [INFO ] [sig       ] GENI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:36.369948] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GENI.txt
[2025-12-04T20:36:36.370080] [INFO ] [sig       ] [1338/3547] Completed GENI in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:36.370118] [INFO ] [sig       ] [1339/3547] Forecasting GENK...
[2025-12-04T20:36:36.370147] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-04T20:36:36.370177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-04T20:36:36.381978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-04T20:36:36.382346] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-04T20:36:36.383135] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-04T20:36:36.383185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:36.383216] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:36.383242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:36.383295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:36.440074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:36.441028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:36.441119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:36.441171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:36.571861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:36.572115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:36.572161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:36.572237] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:36.576206] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-04T20:36:36.576523] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-04T20:36:36.576684] [INFO ] [sig       ] GENK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:36.715281] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GENK.txt
[2025-12-04T20:36:36.715466] [INFO ] [sig       ] [1339/3547] Completed GENK in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:36.715506] [INFO ] [sig       ] [1340/3547] Forecasting GEOS...
[2025-12-04T20:36:36.715535] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-04T20:36:36.715565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-04T20:36:36.731678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-04T20:36:36.732213] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-04T20:36:36.733216] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-04T20:36:36.733271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:36.733301] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:36.733326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:36.733380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:36.796388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:36.797321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:36.797403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:36.797434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:36.914110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:36.914227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:36.914263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:36.914289] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:36.917405] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-04T20:36:36.917681] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-04T20:36:36.917801] [INFO ] [sig       ] GEOS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:37.053626] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GEOS.txt
[2025-12-04T20:36:37.053737] [INFO ] [sig       ] [1340/3547] Completed GEOS in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:37.053772] [INFO ] [sig       ] [1341/3547] Forecasting GERN...
[2025-12-04T20:36:37.053800] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-04T20:36:37.053828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-04T20:36:37.067834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-04T20:36:37.068446] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-04T20:36:37.069611] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-04T20:36:37.069672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:37.069719] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:37.069775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:37.069851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:37.125626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:37.126804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:37.126903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:37.126934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:37.248737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:37.248984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:37.249035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:37.249065] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:37.253258] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=25.54%)
[2025-12-04T20:36:37.253702] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-04T20:36:37.253893] [INFO ] [sig       ] GERN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:37.394872] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GERN.txt
[2025-12-04T20:36:37.395083] [INFO ] [sig       ] [1341/3547] Completed GERN in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:37.395123] [INFO ] [sig       ] [1342/3547] Forecasting GES...
[2025-12-04T20:36:37.395154] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-04T20:36:37.395185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-04T20:36:37.408916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-04T20:36:37.409292] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-04T20:36:37.410123] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-04T20:36:37.410173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:37.410203] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:37.410227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:37.410285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:37.465498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:37.466140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:37.466219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:37.466250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:37.583765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:37.583899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:37.583936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:37.583963] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:37.587161] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2025-12-04T20:36:37.587421] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-04T20:36:37.587542] [INFO ] [sig       ] GES: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:37.725099] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GES.txt
[2025-12-04T20:36:37.725262] [INFO ] [sig       ] [1342/3547] Completed GES in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:37.725300] [INFO ] [sig       ] [1343/3547] Forecasting GEVO...
[2025-12-04T20:36:37.725327] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-04T20:36:37.725356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-04T20:36:37.737101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-04T20:36:37.737458] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-04T20:36:37.738257] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-04T20:36:37.738334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:37.738364] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:37.738397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:37.738449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:37.794718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:37.795800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:37.795890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:37.795924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:37.915588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:37.915742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:37.915780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:37.915808] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:37.919106] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=14.12%)
[2025-12-04T20:36:37.919363] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-04T20:36:37.919480] [INFO ] [sig       ] GEVO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:38.055053] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GEVO.txt
[2025-12-04T20:36:38.055161] [INFO ] [sig       ] [1343/3547] Completed GEVO in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 12.6m
[2025-12-04T20:36:38.055197] [INFO ] [sig       ] [1344/3547] Forecasting GFF...
[2025-12-04T20:36:38.055223] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-04T20:36:38.055250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-04T20:36:38.071132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-04T20:36:38.071713] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-04T20:36:38.072638] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-04T20:36:38.072689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:38.072721] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:38.072746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:38.072802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:38.128753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:38.129912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:38.130018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:38.130051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:38.246511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:38.246777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:38.246824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:38.246852] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:38.250783] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-04T20:36:38.251171] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-04T20:36:38.251319] [INFO ] [sig       ] GFF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:38.393044] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GFF.txt
[2025-12-04T20:36:38.393253] [INFO ] [sig       ] [1344/3547] Completed GFF in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:38.393295] [INFO ] [sig       ] [1345/3547] Forecasting GFI...
[2025-12-04T20:36:38.393323] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-04T20:36:38.393361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-04T20:36:38.406731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-04T20:36:38.407115] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-04T20:36:38.407939] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-04T20:36:38.407989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:38.408019] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:38.408043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:38.408101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:38.463310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:38.463920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:38.464010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:38.464056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:38.585988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:38.586131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:38.586169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:38.586195] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:38.589567] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-12-04T20:36:38.589854] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-04T20:36:38.590001] [INFO ] [sig       ] GFI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:38.729670] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GFI.txt
[2025-12-04T20:36:38.729806] [INFO ] [sig       ] [1345/3547] Completed GFI in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:38.729848] [INFO ] [sig       ] [1346/3547] Forecasting GFL...
[2025-12-04T20:36:38.729876] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-04T20:36:38.729906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-04T20:36:38.741888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-04T20:36:38.742175] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-04T20:36:38.742946] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-04T20:36:38.742995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:38.743025] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:38.743050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:38.743103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:38.798548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:38.799292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:38.799406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:38.799438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:38.919192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:38.919355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:38.919394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:38.919421] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:38.922694] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-04T20:36:38.922952] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-04T20:36:38.923069] [INFO ] [sig       ] GFL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:39.059387] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GFL.txt
[2025-12-04T20:36:39.059498] [INFO ] [sig       ] [1346/3547] Completed GFL in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:39.059533] [INFO ] [sig       ] [1347/3547] Forecasting GFS...
[2025-12-04T20:36:39.059562] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-04T20:36:39.059608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-04T20:36:39.070767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-04T20:36:39.071033] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-04T20:36:39.071789] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-04T20:36:39.071838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:39.071868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:39.071893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:39.071947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:39.128426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:39.129044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:39.129120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:39.129151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:39.246364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:39.246496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:39.246535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:39.246561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:39.249780] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-12-04T20:36:39.250036] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-04T20:36:39.250151] [INFO ] [sig       ] GFS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:39.388525] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GFS.txt
[2025-12-04T20:36:39.388668] [INFO ] [sig       ] [1347/3547] Completed GFS in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:39.388707] [INFO ] [sig       ] [1348/3547] Forecasting GGAL...
[2025-12-04T20:36:39.388736] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-04T20:36:39.388765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-04T20:36:39.401903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-04T20:36:39.402281] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-04T20:36:39.403081] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-04T20:36:39.403130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:39.403160] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:39.403185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:39.403240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:39.458744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:39.459493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:39.459587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:39.459621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:39.578299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:39.578465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:39.578503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:39.578530] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:39.581965] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-04T20:36:39.582243] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-04T20:36:39.582368] [INFO ] [sig       ] GGAL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:39.719746] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GGAL.txt
[2025-12-04T20:36:39.719906] [INFO ] [sig       ] [1348/3547] Completed GGAL in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:39.719943] [INFO ] [sig       ] [1349/3547] Forecasting GGB...
[2025-12-04T20:36:39.719972] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-04T20:36:39.720000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-04T20:36:39.731900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-04T20:36:39.732269] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-04T20:36:39.733093] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-04T20:36:39.733142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:39.733173] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:39.733199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:39.733253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:39.789543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:39.790398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:39.790475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:39.790505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:39.921249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:39.921481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:39.921528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:39.921556] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:39.925407] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-04T20:36:39.925776] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-04T20:36:39.925918] [INFO ] [sig       ] GGB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:40.066264] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GGB.txt
[2025-12-04T20:36:40.066491] [INFO ] [sig       ] [1349/3547] Completed GGB in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:40.066532] [INFO ] [sig       ] [1350/3547] Forecasting GGG...
[2025-12-04T20:36:40.066563] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-04T20:36:40.066617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-04T20:36:40.080170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-04T20:36:40.080660] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-04T20:36:40.081518] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-04T20:36:40.081589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:40.081626] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:40.081652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:40.081707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:40.139998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:40.140917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:40.141005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:40.141037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:40.267065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:40.267244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:40.267286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:40.267314] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:40.270795] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-12-04T20:36:40.271075] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-04T20:36:40.271198] [INFO ] [sig       ] GGG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:40.412402] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GGG.txt
[2025-12-04T20:36:40.412551] [INFO ] [sig       ] [1350/3547] Completed GGG in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:40.412607] [INFO ] [sig       ] [1351/3547] Forecasting GGLL...
[2025-12-04T20:36:40.412638] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-04T20:36:40.412668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-04T20:36:40.424672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-04T20:36:40.425002] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-04T20:36:40.425792] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-04T20:36:40.425843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:40.425873] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:40.425900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:40.425956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:40.484666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:40.485450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:40.485530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:40.485561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:40.604669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:40.604841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:40.604891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:40.604927] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:40.608447] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-04T20:36:40.608737] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-04T20:36:40.608862] [INFO ] [sig       ] GGLL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:40.755539] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GGLL.txt
[2025-12-04T20:36:40.756135] [INFO ] [sig       ] [1351/3547] Completed GGLL in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:40.756173] [INFO ] [sig       ] [1352/3547] Forecasting GGLS...
[2025-12-04T20:36:40.756201] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-04T20:36:40.756232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-04T20:36:40.768542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-04T20:36:40.769006] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-04T20:36:40.769853] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-04T20:36:40.769904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:40.769937] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:40.769968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:40.770024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:40.830378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:40.831255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:40.831336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:40.831367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:40.951386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:40.951535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:40.951586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:40.951616] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:40.954847] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-04T20:36:40.955129] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-04T20:36:40.955245] [INFO ] [sig       ] GGLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:41.096001] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GGLS.txt
[2025-12-04T20:36:41.096154] [INFO ] [sig       ] [1352/3547] Completed GGLS in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:41.096191] [INFO ] [sig       ] [1353/3547] Forecasting GH...
[2025-12-04T20:36:41.096220] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-04T20:36:41.096248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-04T20:36:41.107546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-04T20:36:41.107857] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-04T20:36:41.108665] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-04T20:36:41.108716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:41.108779] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:41.108817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:41.108896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:41.165658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:41.166446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:41.166530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:41.166563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:41.290632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:41.290795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:41.290835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:41.290862] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:41.294212] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-04T20:36:41.294482] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-04T20:36:41.294628] [INFO ] [sig       ] GH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:41.431258] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GH.txt
[2025-12-04T20:36:41.431421] [INFO ] [sig       ] [1353/3547] Completed GH in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:41.431461] [INFO ] [sig       ] [1354/3547] Forecasting GHI...
[2025-12-04T20:36:41.431490] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-04T20:36:41.431519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-04T20:36:41.442685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-04T20:36:41.442939] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-04T20:36:41.443700] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-04T20:36:41.443748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:41.443791] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:41.443817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:41.443871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:41.499072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:41.499660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:41.499733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:41.499763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:41.612872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:41.612970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:41.613005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:41.613031] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:41.616041] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-04T20:36:41.616290] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-04T20:36:41.616403] [INFO ] [sig       ] GHI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:41.752162] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GHI.txt
[2025-12-04T20:36:41.752269] [INFO ] [sig       ] [1354/3547] Completed GHI in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:41.752304] [INFO ] [sig       ] [1355/3547] Forecasting GHRS...
[2025-12-04T20:36:41.752332] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-04T20:36:41.752359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-04T20:36:41.763393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-04T20:36:41.763664] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-04T20:36:41.764388] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-04T20:36:41.764437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:41.764467] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:41.764492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:41.764545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:41.823435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:41.824100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:41.824174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:41.824204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:41.944136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:41.944231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:41.944264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:41.944290] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:41.947334] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-12-04T20:36:41.947599] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-04T20:36:41.947714] [INFO ] [sig       ] GHRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:42.086357] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GHRS.txt
[2025-12-04T20:36:42.086549] [INFO ] [sig       ] [1355/3547] Completed GHRS in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:42.086607] [INFO ] [sig       ] [1356/3547] Forecasting GHY...
[2025-12-04T20:36:42.086638] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-04T20:36:42.086668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-04T20:36:42.099098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-04T20:36:42.099480] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-04T20:36:42.100329] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-04T20:36:42.100379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:42.100410] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:42.100434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:42.100489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:42.156027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:42.156895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:42.156981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:42.157013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:42.274475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:42.274647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:42.274688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:42.274746] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:42.278053] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-04T20:36:42.278327] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-04T20:36:42.278445] [INFO ] [sig       ] GHY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:42.413503] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GHY.txt
[2025-12-04T20:36:42.413642] [INFO ] [sig       ] [1356/3547] Completed GHY in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:42.413680] [INFO ] [sig       ] [1357/3547] Forecasting GIFI...
[2025-12-04T20:36:42.413708] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-04T20:36:42.413736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-04T20:36:42.424595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-04T20:36:42.424856] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-04T20:36:42.425613] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-04T20:36:42.425662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:42.425691] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:42.425717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:42.425770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:42.481792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:42.482524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:42.482617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:42.482649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:42.599295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:42.599458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:42.599495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:42.599522] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:42.602875] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-04T20:36:42.603176] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-04T20:36:42.603295] [INFO ] [sig       ] GIFI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:42.751556] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GIFI.txt
[2025-12-04T20:36:42.751733] [INFO ] [sig       ] [1357/3547] Completed GIFI in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:42.751778] [INFO ] [sig       ] [1358/3547] Forecasting GIII...
[2025-12-04T20:36:42.751807] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-04T20:36:42.751836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-04T20:36:42.764047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-04T20:36:42.764660] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-04T20:36:42.765737] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-04T20:36:42.765789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:42.765828] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:42.765864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:42.765924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:42.824497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:42.825390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:42.825477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:42.825508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:42.947484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:42.947671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:42.947715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:42.947745] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:42.951160] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-12-04T20:36:42.951427] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-04T20:36:42.951546] [INFO ] [sig       ] GIII: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:43.091178] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GIII.txt
[2025-12-04T20:36:43.091303] [INFO ] [sig       ] [1358/3547] Completed GIII in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:43.091340] [INFO ] [sig       ] [1359/3547] Forecasting GIL...
[2025-12-04T20:36:43.091368] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-04T20:36:43.091398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-04T20:36:43.102982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-04T20:36:43.103297] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-04T20:36:43.104085] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-04T20:36:43.104137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:43.104169] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:43.104196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:43.104251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:43.162932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:43.163748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:43.163836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:43.163873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:43.290672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:43.290824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:43.290863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:43.290890] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:43.294522] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=52.33%)
[2025-12-04T20:36:43.294812] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-04T20:36:43.294954] [INFO ] [sig       ] GIL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:43.439377] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GIL.txt
[2025-12-04T20:36:43.439526] [INFO ] [sig       ] [1359/3547] Completed GIL in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:43.439564] [INFO ] [sig       ] [1360/3547] Forecasting GILD...
[2025-12-04T20:36:43.439610] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-04T20:36:43.439639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-04T20:36:43.451703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-04T20:36:43.452079] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-04T20:36:43.452887] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-04T20:36:43.452940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:43.452973] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:43.453001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:43.453058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:43.513104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:43.513968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:43.514054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:43.514087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:43.639619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:43.639776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:43.639818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:43.639846] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:43.643270] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-04T20:36:43.643530] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-04T20:36:43.643671] [INFO ] [sig       ] GILD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:43.785380] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GILD.txt
[2025-12-04T20:36:43.785541] [INFO ] [sig       ] [1360/3547] Completed GILD in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.5m
[2025-12-04T20:36:43.785602] [INFO ] [sig       ] [1361/3547] Forecasting GIS...
[2025-12-04T20:36:43.785633] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-04T20:36:43.785663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-04T20:36:43.797404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-04T20:36:43.797769] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-04T20:36:43.798747] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-04T20:36:43.798798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:43.798829] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:43.798854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:43.798909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:43.858216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:43.859118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:43.859199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:43.859231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:43.980899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:43.981051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:43.981092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:43.981139] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:43.984556] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=71.27%)
[2025-12-04T20:36:43.984841] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-04T20:36:43.984962] [INFO ] [sig       ] GIS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:44.129597] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GIS.txt
[2025-12-04T20:36:44.129825] [INFO ] [sig       ] [1361/3547] Completed GIS in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 12.4m
[2025-12-04T20:36:44.129881] [INFO ] [sig       ] [1362/3547] Forecasting GKOS...
[2025-12-04T20:36:44.129914] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-04T20:36:44.129945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-04T20:36:44.143648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-04T20:36:44.144188] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-04T20:36:44.145118] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-04T20:36:44.145168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:44.145199] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:44.145224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:44.145279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:44.203428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:44.204670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:44.204797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:44.204832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:44.332364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:44.332643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:44.332698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:44.332729] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:44.336941] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-04T20:36:44.337273] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-04T20:36:44.337439] [INFO ] [sig       ] GKOS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:44.489560] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GKOS.txt
[2025-12-04T20:36:44.489796] [INFO ] [sig       ] [1362/3547] Completed GKOS in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:44.489844] [INFO ] [sig       ] [1363/3547] Forecasting GL...
[2025-12-04T20:36:44.489880] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-04T20:36:44.489924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-04T20:36:44.504471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-04T20:36:44.505076] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-04T20:36:44.506011] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-04T20:36:44.506064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:44.506103] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:44.506133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:44.506190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:44.566014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:44.567167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:44.567374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:44.567407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:44.697775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:44.698017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:44.698065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:44.698093] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:44.702116] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=46.33%)
[2025-12-04T20:36:44.702451] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-04T20:36:44.702614] [INFO ] [sig       ] GL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:44.849986] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GL.txt
[2025-12-04T20:36:44.850204] [INFO ] [sig       ] [1363/3547] Completed GL in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:44.850246] [INFO ] [sig       ] [1364/3547] Forecasting GLAD...
[2025-12-04T20:36:44.850274] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-04T20:36:44.850303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-04T20:36:44.863668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-04T20:36:44.864235] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-04T20:36:44.865128] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-04T20:36:44.865179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:44.865210] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:44.865235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:44.865291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:44.931658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:44.932941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:44.933090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:44.933151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:45.065167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:45.065398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:45.065445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:45.065473] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:45.069374] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-04T20:36:45.069762] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-04T20:36:45.069907] [INFO ] [sig       ] GLAD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:45.212211] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLAD.txt
[2025-12-04T20:36:45.212418] [INFO ] [sig       ] [1364/3547] Completed GLAD in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:45.212456] [INFO ] [sig       ] [1365/3547] Forecasting GLBE...
[2025-12-04T20:36:45.212485] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-04T20:36:45.212516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-04T20:36:45.225333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-04T20:36:45.225876] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-04T20:36:45.226773] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-04T20:36:45.226823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:45.226854] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:45.226899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:45.226956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:45.287060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:45.288204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:45.288332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:45.288377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:45.417585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:45.417819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:45.417865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:45.417895] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:45.421898] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-04T20:36:45.422207] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-04T20:36:45.422348] [INFO ] [sig       ] GLBE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:45.573174] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLBE.txt
[2025-12-04T20:36:45.573377] [INFO ] [sig       ] [1365/3547] Completed GLBE in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:45.573418] [INFO ] [sig       ] [1366/3547] Forecasting GLBS...
[2025-12-04T20:36:45.573447] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-04T20:36:45.573478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-04T20:36:45.586021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-04T20:36:45.586485] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-04T20:36:45.587404] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-04T20:36:45.587456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:45.587490] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:45.587517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:45.587596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:45.645256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:45.646589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:45.646698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:45.646732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:45.763790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:45.764026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:45.764072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:45.764101] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:45.767859] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-04T20:36:45.768151] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-04T20:36:45.768335] [INFO ] [sig       ] GLBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:45.907680] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLBS.txt
[2025-12-04T20:36:45.907924] [INFO ] [sig       ] [1366/3547] Completed GLBS in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:45.907967] [INFO ] [sig       ] [1367/3547] Forecasting GLDD...
[2025-12-04T20:36:45.907994] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-04T20:36:45.908023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-04T20:36:45.921293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-04T20:36:45.921779] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-04T20:36:45.922667] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-04T20:36:45.922719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:45.922752] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:45.922777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:45.922832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:45.978714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:45.979594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:45.979676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:45.979706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:46.102018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:46.102157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:46.102195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:46.102221] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:46.105484] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-04T20:36:46.105763] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-04T20:36:46.105880] [INFO ] [sig       ] GLDD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:46.250710] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GLDD.txt
[2025-12-04T20:36:46.250849] [INFO ] [sig       ] [1367/3547] Completed GLDD in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:46.250887] [INFO ] [sig       ] [1368/3547] Forecasting GLNG...
[2025-12-04T20:36:46.250914] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-04T20:36:46.250942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-04T20:36:46.262293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-04T20:36:46.262646] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-04T20:36:46.263448] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-04T20:36:46.263500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:46.263531] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:46.263558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:46.263639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:46.319865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:46.320764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:46.320849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:46.320882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:46.438620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:46.438774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:46.438814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:46.438841] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:46.442226] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-04T20:36:46.442484] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-04T20:36:46.442625] [INFO ] [sig       ] GLNG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:46.580310] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GLNG.txt
[2025-12-04T20:36:46.580462] [INFO ] [sig       ] [1368/3547] Completed GLNG in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:46.580498] [INFO ] [sig       ] [1369/3547] Forecasting GLOB...
[2025-12-04T20:36:46.580527] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-04T20:36:46.580562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-04T20:36:46.594164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-04T20:36:46.594730] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-04T20:36:46.595690] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-04T20:36:46.595743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:46.595777] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:46.595841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:46.595904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:46.652738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:46.653710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:46.653805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:46.653837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:46.770504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:46.770741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:46.770784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:46.770813] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:46.774479] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-04T20:36:46.774801] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-04T20:36:46.774933] [INFO ] [sig       ] GLOB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:46.915334] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLOB.txt
[2025-12-04T20:36:46.915521] [INFO ] [sig       ] [1369/3547] Completed GLOB in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:46.915563] [INFO ] [sig       ] [1370/3547] Forecasting GLP...
[2025-12-04T20:36:46.915612] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-04T20:36:46.915643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-04T20:36:46.928902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-04T20:36:46.929344] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-04T20:36:46.930155] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-04T20:36:46.930203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:46.930267] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:46.930293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:46.930348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:46.985612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:46.986411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:46.986494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:46.986523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:47.103901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:47.104063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:47.104108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:47.104139] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:47.107496] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-04T20:36:47.107780] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-04T20:36:47.107900] [INFO ] [sig       ] GLP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:47.247382] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLP.txt
[2025-12-04T20:36:47.247641] [INFO ] [sig       ] [1370/3547] Completed GLP in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:47.247694] [INFO ] [sig       ] [1371/3547] Forecasting GLPG...
[2025-12-04T20:36:47.247727] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-04T20:36:47.247758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-04T20:36:47.261235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-04T20:36:47.261678] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-04T20:36:47.262513] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-04T20:36:47.262586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:47.262620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:47.262645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:47.262698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:47.318313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:47.319180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:47.319275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:47.319306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:47.442839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:47.443006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:47.443046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:47.443073] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:47.446416] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-04T20:36:47.446695] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-04T20:36:47.446816] [INFO ] [sig       ] GLPG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:47.586595] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLPG.txt
[2025-12-04T20:36:47.586776] [INFO ] [sig       ] [1371/3547] Completed GLPG in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:47.586815] [INFO ] [sig       ] [1372/3547] Forecasting GLPI...
[2025-12-04T20:36:47.586843] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-04T20:36:47.586870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-04T20:36:47.599055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-04T20:36:47.599367] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-04T20:36:47.600172] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-04T20:36:47.600221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:47.600251] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:47.600275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:47.600329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:47.655159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:47.655860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:47.655937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:47.655968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:47.770815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:47.770976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:47.771014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:47.771060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:47.774601] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-04T20:36:47.774864] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-04T20:36:47.774985] [INFO ] [sig       ] GLPI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:47.916415] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLPI.txt
[2025-12-04T20:36:47.916566] [INFO ] [sig       ] [1372/3547] Completed GLPI in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:47.916624] [INFO ] [sig       ] [1373/3547] Forecasting GLRE...
[2025-12-04T20:36:47.916650] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-04T20:36:47.916679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-04T20:36:47.929014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-04T20:36:47.929428] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-04T20:36:47.930262] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-04T20:36:47.930314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:47.930344] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:47.930368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:47.930422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:47.985872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:47.986721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:47.986798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:47.986829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:48.101014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:48.101151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:48.101186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:48.101254] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:48.104591] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2025-12-04T20:36:48.104850] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-04T20:36:48.104966] [INFO ] [sig       ] GLRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:48.242792] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GLRE.txt
[2025-12-04T20:36:48.243014] [INFO ] [sig       ] [1373/3547] Completed GLRE in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:48.243056] [INFO ] [sig       ] [1374/3547] Forecasting GLTO...
[2025-12-04T20:36:48.243086] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-04T20:36:48.243114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-04T20:36:48.255616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-04T20:36:48.255968] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-04T20:36:48.256766] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-04T20:36:48.256815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:48.256845] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:48.256870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:48.256923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:48.312898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:48.313540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:48.313635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:48.313667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:48.426105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:48.426246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:48.426284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:48.426310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:48.429818] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-12-04T20:36:48.430093] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-04T20:36:48.430232] [INFO ] [sig       ] GLTO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:48.570343] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GLTO.txt
[2025-12-04T20:36:48.570507] [INFO ] [sig       ] [1374/3547] Completed GLTO in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:48.570548] [INFO ] [sig       ] [1375/3547] Forecasting GLUE...
[2025-12-04T20:36:48.570593] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-04T20:36:48.570626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-04T20:36:48.581549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-04T20:36:48.581862] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-04T20:36:48.582662] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-04T20:36:48.582711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:48.582740] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:48.582765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:48.582820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:48.641866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:48.642525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:48.642619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:48.642653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:48.761509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:48.761694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:48.761735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:48.761763] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:48.765224] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-12-04T20:36:48.765502] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-04T20:36:48.765643] [INFO ] [sig       ] GLUE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:48.904939] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GLUE.txt
[2025-12-04T20:36:48.905108] [INFO ] [sig       ] [1375/3547] Completed GLUE in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:48.905152] [INFO ] [sig       ] [1376/3547] Forecasting GMAB...
[2025-12-04T20:36:48.905180] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-04T20:36:48.905212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-04T20:36:48.916986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-04T20:36:48.917331] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-04T20:36:48.918128] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-04T20:36:48.918177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:48.918207] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:48.918231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:48.918321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:48.973162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:48.973781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:48.973858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:48.973888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:49.096438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:49.096555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:49.096609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:49.096636] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:49.099885] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-04T20:36:49.100144] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-04T20:36:49.100262] [INFO ] [sig       ] GMAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:49.236038] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GMAB.txt
[2025-12-04T20:36:49.236150] [INFO ] [sig       ] [1376/3547] Completed GMAB in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:49.236189] [INFO ] [sig       ] [1377/3547] Forecasting GME...
[2025-12-04T20:36:49.236216] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-04T20:36:49.236244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-04T20:36:49.247598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-04T20:36:49.247878] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-04T20:36:49.248680] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-04T20:36:49.248729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:49.248759] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:49.248783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:49.248836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:49.304836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:49.306164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:49.306285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:49.306325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:49.435816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:49.436073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:49.436120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:49.436149] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:49.440353] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-04T20:36:49.440913] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-04T20:36:49.441153] [INFO ] [sig       ] GME: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:49.587327] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GME.txt
[2025-12-04T20:36:49.587499] [INFO ] [sig       ] [1377/3547] Completed GME in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 12.4m
[2025-12-04T20:36:49.587540] [INFO ] [sig       ] [1378/3547] Forecasting GMED...
[2025-12-04T20:36:49.587568] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-04T20:36:49.587617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-04T20:36:49.598790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-04T20:36:49.599073] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-04T20:36:49.599845] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-04T20:36:49.599906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:49.599936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:49.599960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:49.600014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:49.655325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:49.656123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:49.656204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:49.656234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:49.777338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:49.777496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:49.777535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:49.777561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:49.780891] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-04T20:36:49.781149] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-04T20:36:49.781266] [INFO ] [sig       ] GMED: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:49.918999] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GMED.txt
[2025-12-04T20:36:49.919148] [INFO ] [sig       ] [1378/3547] Completed GMED in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 12.3m
[2025-12-04T20:36:49.919186] [INFO ] [sig       ] [1379/3547] Forecasting GMM...
[2025-12-04T20:36:49.919214] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-04T20:36:49.919242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-04T20:36:49.929976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-04T20:36:49.930275] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-04T20:36:49.931052] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-04T20:36:49.931101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:49.931137] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:49.931167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:49.931232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:49.986323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:49.987206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:49.987285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:49.987316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:50.097169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:50.097350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:50.097395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:50.097428] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:50.100898] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-04T20:36:50.101163] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-04T20:36:50.101284] [INFO ] [sig       ] GMM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:50.237828] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GMM.txt
[2025-12-04T20:36:50.237982] [INFO ] [sig       ] [1379/3547] Completed GMM in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:50.238021] [INFO ] [sig       ] [1380/3547] Forecasting GMRE...
[2025-12-04T20:36:50.238048] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-04T20:36:50.238076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-04T20:36:50.249763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-04T20:36:50.250106] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-04T20:36:50.250875] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-04T20:36:50.250925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:50.250954] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:50.250980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:50.251033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:50.306651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:50.307459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:50.307568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:50.307619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:50.429713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:50.429859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:50.429896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:50.429923] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:50.433134] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2025-12-04T20:36:50.433389] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-04T20:36:50.433506] [INFO ] [sig       ] GMRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:50.575278] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GMRE.txt
[2025-12-04T20:36:50.575451] [INFO ] [sig       ] [1380/3547] Completed GMRE in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:50.575491] [INFO ] [sig       ] [1381/3547] Forecasting GNE...
[2025-12-04T20:36:50.575520] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-04T20:36:50.575550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-04T20:36:50.587975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-04T20:36:50.588249] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-04T20:36:50.589191] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-04T20:36:50.589247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:50.589278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:50.589303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:50.589358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:50.647607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:50.648540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:50.648646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:50.648679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:50.767800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:50.768003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:50.768045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:50.768071] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:50.771665] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-04T20:36:50.771952] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-04T20:36:50.772083] [INFO ] [sig       ] GNE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:50.912288] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNE.txt
[2025-12-04T20:36:50.912454] [INFO ] [sig       ] [1381/3547] Completed GNE in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:50.912492] [INFO ] [sig       ] [1382/3547] Forecasting GNK...
[2025-12-04T20:36:50.912521] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-04T20:36:50.912548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-04T20:36:50.924390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-04T20:36:50.924692] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-04T20:36:50.925434] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-04T20:36:50.925483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:50.925512] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:50.925536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:50.925609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:50.987154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:50.988262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:50.988396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:50.988445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:51.124622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:51.124771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:51.124809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:51.124836] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:51.128197] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-04T20:36:51.128478] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-04T20:36:51.128614] [INFO ] [sig       ] GNK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:51.266625] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNK.txt
[2025-12-04T20:36:51.266774] [INFO ] [sig       ] [1382/3547] Completed GNK in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:51.266813] [INFO ] [sig       ] [1383/3547] Forecasting GNL...
[2025-12-04T20:36:51.266840] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-04T20:36:51.266868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-04T20:36:51.279024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-04T20:36:51.279377] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-04T20:36:51.280223] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-04T20:36:51.280274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:51.280307] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:51.280332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:51.280387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:51.337419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:51.338026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:51.338101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:51.338131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:51.453310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:51.453441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:51.453478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:51.453506] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:51.456760] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-04T20:36:51.457032] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-04T20:36:51.457147] [INFO ] [sig       ] GNL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:51.609907] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNL.txt
[2025-12-04T20:36:51.610146] [INFO ] [sig       ] [1383/3547] Completed GNL in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:51.610190] [INFO ] [sig       ] [1384/3547] Forecasting GNLN...
[2025-12-04T20:36:51.610218] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-04T20:36:51.610249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-04T20:36:51.622541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-04T20:36:51.623169] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-04T20:36:51.624119] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-04T20:36:51.624174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:51.624206] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:51.624232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:51.624289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:51.682651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:51.683767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:51.683876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:51.683910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:51.797961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:51.798119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:51.798160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:51.798187] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:51.801782] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=72.52%)
[2025-12-04T20:36:51.802070] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-04T20:36:51.802201] [INFO ] [sig       ] GNLN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:51.947495] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GNLN.txt
[2025-12-04T20:36:51.947669] [INFO ] [sig       ] [1384/3547] Completed GNLN in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:51.947713] [INFO ] [sig       ] [1385/3547] Forecasting GNLX...
[2025-12-04T20:36:51.947742] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-04T20:36:51.947771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-04T20:36:51.960923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-04T20:36:51.961423] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-04T20:36:51.962345] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-04T20:36:51.962397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:51.962428] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:51.962454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:51.962510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:52.018714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:52.019804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:52.019900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:52.019932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:52.137836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:52.138089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:52.138132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:52.138160] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:52.141932] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-04T20:36:52.142232] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-04T20:36:52.142366] [INFO ] [sig       ] GNLX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:52.282097] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNLX.txt
[2025-12-04T20:36:52.282317] [INFO ] [sig       ] [1385/3547] Completed GNLX in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:52.282360] [INFO ] [sig       ] [1386/3547] Forecasting GNMA...
[2025-12-04T20:36:52.282389] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-04T20:36:52.282419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-04T20:36:52.295371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-04T20:36:52.295777] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-04T20:36:52.296559] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-04T20:36:52.296626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:52.296658] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:52.296683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:52.296736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:52.351453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:52.352089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:52.352181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:52.352212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:52.465797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:52.465953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:52.465991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:52.466019] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:52.469339] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-04T20:36:52.469611] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-04T20:36:52.469729] [INFO ] [sig       ] GNMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:52.604390] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNMA.txt
[2025-12-04T20:36:52.604511] [INFO ] [sig       ] [1386/3547] Completed GNMA in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:52.604548] [INFO ] [sig       ] [1387/3547] Forecasting GNOM...
[2025-12-04T20:36:52.604593] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-04T20:36:52.604625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-04T20:36:52.615385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-04T20:36:52.615697] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-04T20:36:52.616466] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-04T20:36:52.616517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:52.616607] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:52.616651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:52.616730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:52.673393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:52.674058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:52.674135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:52.674168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:52.789738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:52.789886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:52.789929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:52.789956] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:52.793336] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=63.11%)
[2025-12-04T20:36:52.793616] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-04T20:36:52.793738] [INFO ] [sig       ] GNOM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:52.933898] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GNOM.txt
[2025-12-04T20:36:52.934157] [INFO ] [sig       ] [1387/3547] Completed GNOM in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:52.934222] [INFO ] [sig       ] [1388/3547] Forecasting GNPX...
[2025-12-04T20:36:52.934262] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-04T20:36:52.934300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-04T20:36:52.947598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-04T20:36:52.948115] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-04T20:36:52.949068] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-04T20:36:52.949122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:52.949153] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:52.949191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:52.949278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:53.007521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:53.008830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:53.008963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:53.008997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:53.124360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:53.124613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:53.124662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:53.124690] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:53.128481] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-04T20:36:53.128794] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-04T20:36:53.128922] [INFO ] [sig       ] GNPX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:53.277448] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNPX.txt
[2025-12-04T20:36:53.277636] [INFO ] [sig       ] [1388/3547] Completed GNPX in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:53.277677] [INFO ] [sig       ] [1389/3547] Forecasting GNRC...
[2025-12-04T20:36:53.277705] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-04T20:36:53.277732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-04T20:36:53.290179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-04T20:36:53.290543] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-04T20:36:53.291322] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-04T20:36:53.291396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:53.291429] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:53.291454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:53.291508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:53.350381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:53.351659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:53.351776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:53.351809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:53.481102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:53.481343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:53.481388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:53.481417] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:53.485653] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-04T20:36:53.486015] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-04T20:36:53.486168] [INFO ] [sig       ] GNRC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:53.641076] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GNRC.txt
[2025-12-04T20:36:53.641336] [INFO ] [sig       ] [1389/3547] Completed GNRC in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:53.641392] [INFO ] [sig       ] [1390/3547] Forecasting GNSS...
[2025-12-04T20:36:53.641431] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-04T20:36:53.641472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-04T20:36:53.655849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-04T20:36:53.656404] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-04T20:36:53.657354] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-04T20:36:53.657407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:53.657439] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:53.657465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:53.657521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:53.715320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:53.716433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:53.716531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:53.716562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:53.846525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:53.846775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:53.846822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:53.846910] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:53.850822] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-04T20:36:53.851128] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-04T20:36:53.851261] [INFO ] [sig       ] GNSS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:53.998053] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNSS.txt
[2025-12-04T20:36:53.998264] [INFO ] [sig       ] [1390/3547] Completed GNSS in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:53.998339] [INFO ] [sig       ] [1391/3547] Forecasting GNTX...
[2025-12-04T20:36:53.998367] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-04T20:36:53.998399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-04T20:36:54.011801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-04T20:36:54.012291] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-04T20:36:54.013231] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-04T20:36:54.013284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:54.013317] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:54.013343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:54.013414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:54.072103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:54.073257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:54.073354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:54.073386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:54.210228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:54.210401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:54.210443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:54.210471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:54.213971] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-04T20:36:54.214276] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-04T20:36:54.214409] [INFO ] [sig       ] GNTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:54.362063] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GNTX.txt
[2025-12-04T20:36:54.362213] [INFO ] [sig       ] [1391/3547] Completed GNTX in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:54.362251] [INFO ] [sig       ] [1392/3547] Forecasting GO...
[2025-12-04T20:36:54.362278] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-04T20:36:54.362306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-04T20:36:54.374442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-04T20:36:54.374793] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-04T20:36:54.375562] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-04T20:36:54.375635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:54.375668] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:54.375693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:54.375749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:54.434225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:54.435112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:54.435197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:54.435231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:54.553402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:54.553547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:54.553601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:54.553632] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:54.556903] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-04T20:36:54.557158] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-04T20:36:54.557273] [INFO ] [sig       ] GO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:54.705315] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GO.txt
[2025-12-04T20:36:54.705475] [INFO ] [sig       ] [1392/3547] Completed GO in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:54.705520] [INFO ] [sig       ] [1393/3547] Forecasting GOCO...
[2025-12-04T20:36:54.705548] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-04T20:36:54.705596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-04T20:36:54.717264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-04T20:36:54.717638] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-04T20:36:54.718432] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-04T20:36:54.718482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:54.718511] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:54.718536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:54.718613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:54.774876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:54.775714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:54.775793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:54.775824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:54.896947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:54.897098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:54.897136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:54.897162] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:54.900493] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-12-04T20:36:54.900797] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-04T20:36:54.900922] [INFO ] [sig       ] GOCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:55.043363] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GOCO.txt
[2025-12-04T20:36:55.043519] [INFO ] [sig       ] [1393/3547] Completed GOCO in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:55.043557] [INFO ] [sig       ] [1394/3547] Forecasting GOF...
[2025-12-04T20:36:55.043607] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-04T20:36:55.043638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-04T20:36:55.055468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-04T20:36:55.055920] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-04T20:36:55.056748] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-04T20:36:55.056800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:55.056832] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:55.056859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:55.056916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:55.113941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:55.114754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:55.114831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:55.114862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:55.236756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:55.236900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:55.236938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:55.236965] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:55.240220] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-04T20:36:55.240500] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-04T20:36:55.240648] [INFO ] [sig       ] GOF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:55.381937] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GOF.txt
[2025-12-04T20:36:55.382109] [INFO ] [sig       ] [1394/3547] Completed GOF in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:55.382155] [INFO ] [sig       ] [1395/3547] Forecasting GOGO...
[2025-12-04T20:36:55.382183] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-04T20:36:55.382211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-04T20:36:55.394352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-04T20:36:55.394761] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-04T20:36:55.395532] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-04T20:36:55.395601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:55.395633] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:55.395660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:55.395715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:55.454566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:55.455469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:55.455600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:55.455635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:55.576885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:55.577039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:55.577078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:55.577105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:55.580477] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-12-04T20:36:55.580761] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-04T20:36:55.580882] [INFO ] [sig       ] GOGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:55.720027] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GOGO.txt
[2025-12-04T20:36:55.720148] [INFO ] [sig       ] [1395/3547] Completed GOGO in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.3m
[2025-12-04T20:36:55.720184] [INFO ] [sig       ] [1396/3547] Forecasting GOLF...
[2025-12-04T20:36:55.720212] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-04T20:36:55.720241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-04T20:36:55.731052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-04T20:36:55.731311] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-04T20:36:55.732068] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-04T20:36:55.732116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:55.732146] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:55.732171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:55.732225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:55.789417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:55.790116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:55.790192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:55.790225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:55.906491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:55.906609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:55.906661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:55.906689] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:55.909755] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-04T20:36:55.910008] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-04T20:36:55.910120] [INFO ] [sig       ] GOLF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:56.050508] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GOLF.txt
[2025-12-04T20:36:56.050632] [INFO ] [sig       ] [1396/3547] Completed GOLF in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 12.2m
[2025-12-04T20:36:56.050671] [INFO ] [sig       ] [1397/3547] Forecasting GOOD...
[2025-12-04T20:36:56.050698] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-04T20:36:56.050727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-04T20:36:56.061870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-04T20:36:56.062144] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-04T20:36:56.062904] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-04T20:36:56.062953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:56.062982] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:56.063008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:56.063061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:56.118250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:56.118908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:56.119007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:56.119039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:56.237037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:56.237151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:56.237189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:56.237216] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:56.240519] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-04T20:36:56.240792] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-04T20:36:56.240911] [INFO ] [sig       ] GOOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:56.382007] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GOOD.txt
[2025-12-04T20:36:56.382127] [INFO ] [sig       ] [1397/3547] Completed GOOD in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:56.382164] [INFO ] [sig       ] [1398/3547] Forecasting GOOG...
[2025-12-04T20:36:56.382191] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-04T20:36:56.382219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-04T20:36:56.393934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-04T20:36:56.394202] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-04T20:36:56.394996] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-04T20:36:56.395045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:56.395075] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:56.395100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:56.395154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:56.450231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:56.450841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:56.450922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:56.450953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:56.573823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:56.573926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:56.573960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:56.573985] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:56.577053] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-04T20:36:56.577303] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-04T20:36:56.577417] [INFO ] [sig       ] GOOG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:56.712406] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GOOG.txt
[2025-12-04T20:36:56.712510] [INFO ] [sig       ] [1398/3547] Completed GOOG in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:56.712545] [INFO ] [sig       ] [1399/3547] Forecasting GOOGL...
[2025-12-04T20:36:56.712589] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-12-04T20:36:56.712619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-12-04T20:36:56.724045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-12-04T20:36:56.724316] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-12-04T20:36:56.725068] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-12-04T20:36:56.725117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:56.725146] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:56.725171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:56.725225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:56.780269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:56.780852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:56.780925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:56.780955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:56.897122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:56.897240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:56.897275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:56.897301] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:56.900463] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2025-12-04T20:36:56.900733] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-12-04T20:36:56.900847] [INFO ] [sig       ] GOOGL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:57.036991] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GOOGL.txt
[2025-12-04T20:36:57.037092] [INFO ] [sig       ] [1399/3547] Completed GOOGL in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:57.037127] [INFO ] [sig       ] [1400/3547] Forecasting GOSS...
[2025-12-04T20:36:57.037154] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-04T20:36:57.037181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-04T20:36:57.047964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-04T20:36:57.048211] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-04T20:36:57.049037] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-04T20:36:57.049087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:57.049128] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:57.049154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:57.049208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:57.105338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:57.105951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:57.106026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:57.106055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:57.225392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:57.225485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:57.225519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:57.225546] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:57.228668] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-04T20:36:57.228916] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-04T20:36:57.229029] [INFO ] [sig       ] GOSS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:57.365946] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GOSS.txt
[2025-12-04T20:36:57.366053] [INFO ] [sig       ] [1400/3547] Completed GOSS in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:57.366089] [INFO ] [sig       ] [1401/3547] Forecasting GOVI...
[2025-12-04T20:36:57.366116] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-04T20:36:57.366144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-04T20:36:57.377005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-04T20:36:57.377255] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-04T20:36:57.377990] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-04T20:36:57.378039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:57.378068] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:57.378093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:57.378147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:57.434137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:57.434711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:57.434783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:57.434812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:57.551410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:57.551512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:57.551546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:57.551591] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:57.554702] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-04T20:36:57.554954] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-04T20:36:57.555066] [INFO ] [sig       ] GOVI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:57.691646] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GOVI.txt
[2025-12-04T20:36:57.691764] [INFO ] [sig       ] [1401/3547] Completed GOVI in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:57.691800] [INFO ] [sig       ] [1402/3547] Forecasting GPC...
[2025-12-04T20:36:57.691829] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-04T20:36:57.691858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-04T20:36:57.703048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-04T20:36:57.703319] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-04T20:36:57.704067] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-04T20:36:57.704116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:57.704146] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:57.704171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:57.704225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:57.760125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:57.760729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:57.760803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:57.760833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:57.881109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:57.881211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:57.881245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:57.881272] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:57.884331] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=63.83%)
[2025-12-04T20:36:57.884604] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-04T20:36:57.884723] [INFO ] [sig       ] GPC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:58.020970] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPC.txt
[2025-12-04T20:36:58.021095] [INFO ] [sig       ] [1402/3547] Completed GPC in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:58.021132] [INFO ] [sig       ] [1403/3547] Forecasting GPI...
[2025-12-04T20:36:58.021159] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-04T20:36:58.021187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-04T20:36:58.031404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-04T20:36:58.031683] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-04T20:36:58.032412] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-04T20:36:58.032461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:58.032490] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:58.032515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:58.032569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:58.087437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:58.088044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:58.088118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:58.088147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:58.207067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:58.207165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:58.207199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:58.207225] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:58.210282] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-04T20:36:58.210531] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-04T20:36:58.210664] [INFO ] [sig       ] GPI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:58.346297] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPI.txt
[2025-12-04T20:36:58.346403] [INFO ] [sig       ] [1403/3547] Completed GPI in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:58.346439] [INFO ] [sig       ] [1404/3547] Forecasting GPIQ...
[2025-12-04T20:36:58.346472] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-04T20:36:58.346501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-04T20:36:58.357882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-04T20:36:58.358146] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-04T20:36:58.358953] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-04T20:36:58.359026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:58.359056] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:58.359080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:58.359133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:58.415516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:58.416118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:58.416189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:58.416219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:58.530887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:58.530988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:58.531022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:58.531048] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:58.534127] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-12-04T20:36:58.534380] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-04T20:36:58.534494] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:36:58.683681] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GPIQ.txt
[2025-12-04T20:36:58.683918] [INFO ] [sig       ] [1404/3547] Completed GPIQ in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:58.683964] [INFO ] [sig       ] [1405/3547] Forecasting GPIX...
[2025-12-04T20:36:58.683995] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-04T20:36:58.684025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-04T20:36:58.696784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-04T20:36:58.697138] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-04T20:36:58.697970] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-04T20:36:58.698021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:58.698053] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:58.698078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:58.698133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:58.752736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:58.753339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:58.753416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:58.753447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:58.869943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:58.870091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:58.870132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:58.870160] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:58.873587] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2025-12-04T20:36:58.873862] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-04T20:36:58.873985] [INFO ] [sig       ] GPIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:59.008740] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPIX.txt
[2025-12-04T20:36:59.008849] [INFO ] [sig       ] [1405/3547] Completed GPIX in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:59.008885] [INFO ] [sig       ] [1406/3547] Forecasting GPJA...
[2025-12-04T20:36:59.008913] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-04T20:36:59.008940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-04T20:36:59.019912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-04T20:36:59.020196] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-04T20:36:59.021095] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-04T20:36:59.021148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:59.021179] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:59.021205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:59.021265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:59.079179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:59.079844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:59.079923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:59.079956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:59.197452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:59.197551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:59.197604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:59.197633] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:59.200785] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-04T20:36:59.201034] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-04T20:36:59.201147] [INFO ] [sig       ] GPJA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:59.338787] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPJA.txt
[2025-12-04T20:36:59.338902] [INFO ] [sig       ] [1406/3547] Completed GPJA in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:59.338939] [INFO ] [sig       ] [1407/3547] Forecasting GPK...
[2025-12-04T20:36:59.338967] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-04T20:36:59.338995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-04T20:36:59.350465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-04T20:36:59.350769] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-04T20:36:59.351551] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-04T20:36:59.351624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:59.351660] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:59.351687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:59.351743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:59.408150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:59.408806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:59.408886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:59.408917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:59.526627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:59.526734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:59.526801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:59.526844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:59.530097] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-04T20:36:59.530361] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-04T20:36:59.530506] [INFO ] [sig       ] GPK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:36:59.671748] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPK.txt
[2025-12-04T20:36:59.671859] [INFO ] [sig       ] [1407/3547] Completed GPK in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:36:59.671896] [INFO ] [sig       ] [1408/3547] Forecasting GPN...
[2025-12-04T20:36:59.671922] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-04T20:36:59.671951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-04T20:36:59.683819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-04T20:36:59.684103] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-04T20:36:59.684970] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-04T20:36:59.685022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:36:59.685052] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:36:59.685078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:36:59.685139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:36:59.740842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:36:59.741445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:36:59.741525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:36:59.741555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:36:59.862947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:36:59.863069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:36:59.863105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:36:59.863131] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:36:59.866338] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-04T20:36:59.866619] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-04T20:36:59.866739] [INFO ] [sig       ] GPN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:00.001954] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPN.txt
[2025-12-04T20:37:00.002057] [INFO ] [sig       ] [1408/3547] Completed GPN in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:37:00.002091] [INFO ] [sig       ] [1409/3547] Forecasting GPRE...
[2025-12-04T20:37:00.002118] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-04T20:37:00.002145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-04T20:37:00.013954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-04T20:37:00.014255] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-04T20:37:00.015074] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-04T20:37:00.015124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:00.015155] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:00.015181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:00.015238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:00.073550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:00.074216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:00.074297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:00.074342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:00.192627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:00.192716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:00.192750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:00.192776] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:00.195718] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-04T20:37:00.195965] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-04T20:37:00.196080] [INFO ] [sig       ] GPRE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:00.330722] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPRE.txt
[2025-12-04T20:37:00.330833] [INFO ] [sig       ] [1409/3547] Completed GPRE in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:37:00.330869] [INFO ] [sig       ] [1410/3547] Forecasting GPRK...
[2025-12-04T20:37:00.330898] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-04T20:37:00.330926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-04T20:37:00.341845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-04T20:37:00.342122] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-04T20:37:00.342907] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-04T20:37:00.342956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:00.342984] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:00.343008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:00.343060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:00.399193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:00.399921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:00.400000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:00.400031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:00.516984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:00.517098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:00.517133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:00.517159] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:00.520323] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-04T20:37:00.520620] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-04T20:37:00.520737] [INFO ] [sig       ] GPRK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:00.658811] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GPRK.txt
[2025-12-04T20:37:00.658974] [INFO ] [sig       ] [1410/3547] Completed GPRK in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:37:00.659014] [INFO ] [sig       ] [1411/3547] Forecasting GPRO...
[2025-12-04T20:37:00.659041] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-04T20:37:00.659096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-04T20:37:00.670187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-04T20:37:00.670551] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-04T20:37:00.671324] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-04T20:37:00.671374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:00.671404] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:00.671439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:00.671494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:00.727303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:00.728071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:00.728157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:00.728187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:00.850623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:00.850737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:00.850774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:00.850800] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:00.854059] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-04T20:37:00.854321] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-04T20:37:00.854442] [INFO ] [sig       ] GPRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:00.995110] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GPRO.txt
[2025-12-04T20:37:00.995258] [INFO ] [sig       ] [1411/3547] Completed GPRO in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.2m
[2025-12-04T20:37:00.995298] [INFO ] [sig       ] [1412/3547] Forecasting GRAB...
[2025-12-04T20:37:00.995325] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-04T20:37:00.995354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-04T20:37:01.006000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-04T20:37:01.006309] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-04T20:37:01.007117] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-04T20:37:01.007168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:01.007199] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:01.007224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:01.007277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:01.063888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:01.064708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:01.064789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:01.064822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:01.182545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:01.182676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:01.182713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:01.182740] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:01.185993] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-04T20:37:01.186257] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-04T20:37:01.186374] [INFO ] [sig       ] GRAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:01.324018] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GRAB.txt
[2025-12-04T20:37:01.324153] [INFO ] [sig       ] [1412/3547] Completed GRAB in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.1m
[2025-12-04T20:37:01.324190] [INFO ] [sig       ] [1413/3547] Forecasting GRAL...
[2025-12-04T20:37:01.324217] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-04T20:37:01.324246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-04T20:37:01.335498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-04T20:37:01.335833] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-04T20:37:01.336608] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-04T20:37:01.336657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:01.336687] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:01.336712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:01.336766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:01.392121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:01.392981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:01.393060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:01.393089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:01.513547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:01.513726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:01.513765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:01.513793] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:01.517407] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2025-12-04T20:37:01.517807] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-04T20:37:01.517951] [INFO ] [sig       ] GRAL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:01.664544] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GRAL.txt
[2025-12-04T20:37:01.664720] [INFO ] [sig       ] [1413/3547] Completed GRAL in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 12.1m
[2025-12-04T20:37:01.664761] [INFO ] [sig       ] [1414/3547] Forecasting GRBK...
[2025-12-04T20:37:01.664789] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-04T20:37:01.664817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-04T20:37:01.679836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-04T20:37:01.680466] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-04T20:37:01.681560] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-04T20:37:01.681635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:01.681669] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:01.681694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:01.681773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:01.746357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:01.747537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:01.747710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:01.747757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:01.894068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:01.894333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:01.894395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:01.894437] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:01.900483] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=34.58%)
[2025-12-04T20:37:01.901096] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-04T20:37:01.901319] [INFO ] [sig       ] GRBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:02.123741] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GRBK.txt
[2025-12-04T20:37:02.124005] [INFO ] [sig       ] [1414/3547] Completed GRBK in 0.5s | 2.93 sym/s | Total: 8.0m | ETA: 12.1m
[2025-12-04T20:37:02.124056] [INFO ] [sig       ] [1415/3547] Forecasting GRC...
[2025-12-04T20:37:02.124089] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-04T20:37:02.124137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-04T20:37:02.140257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-04T20:37:02.140763] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-04T20:37:02.141743] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-04T20:37:02.141799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:02.141832] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:02.141861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:02.141918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:02.217287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:02.218606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:02.218752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:02.218800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:02.391748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:02.391934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:02.391985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:02.392020] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:02.397746] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2025-12-04T20:37:02.398362] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-04T20:37:02.398622] [INFO ] [sig       ] GRC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:02.589373] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GRC.txt
[2025-12-04T20:37:02.589542] [INFO ] [sig       ] [1415/3547] Completed GRC in 0.5s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:02.589603] [INFO ] [sig       ] [1416/3547] Forecasting GREE...
[2025-12-04T20:37:02.589635] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-04T20:37:02.589665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-04T20:37:02.602359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-04T20:37:02.602792] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-04T20:37:02.603652] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-04T20:37:02.603706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:02.603737] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:02.603763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:02.603819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:02.667006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:02.667966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:02.668065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:02.668098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:02.791146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:02.791310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:02.791352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:02.791379] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:02.795151] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-04T20:37:02.795602] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-04T20:37:02.795775] [INFO ] [sig       ] GREE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:02.945691] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GREE.txt
[2025-12-04T20:37:02.945885] [INFO ] [sig       ] [1416/3547] Completed GREE in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:02.945926] [INFO ] [sig       ] [1417/3547] Forecasting GRFS...
[2025-12-04T20:37:02.945953] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-04T20:37:02.945981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-04T20:37:02.958847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-04T20:37:02.959255] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-04T20:37:02.960087] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-04T20:37:02.960137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:02.960166] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:02.960191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:02.960244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:03.016434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:03.017278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:03.017359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:03.017389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:03.137496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:03.137669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:03.137709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:03.137736] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:03.141225] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-04T20:37:03.141628] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-04T20:37:03.141832] [INFO ] [sig       ] GRFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:03.285038] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GRFS.txt
[2025-12-04T20:37:03.285251] [INFO ] [sig       ] [1417/3547] Completed GRFS in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:03.285294] [INFO ] [sig       ] [1418/3547] Forecasting GRI...
[2025-12-04T20:37:03.285325] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-04T20:37:03.285356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-04T20:37:03.300035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-04T20:37:03.300624] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-04T20:37:03.301565] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-04T20:37:03.301635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:03.301668] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:03.301695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:03.301753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:03.360374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:03.361495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:03.361608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:03.361644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:03.480194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:03.480448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:03.480494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:03.480522] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:03.484415] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-04T20:37:03.484723] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-04T20:37:03.484856] [INFO ] [sig       ] GRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:03.624211] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GRI.txt
[2025-12-04T20:37:03.624423] [INFO ] [sig       ] [1418/3547] Completed GRI in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:03.624466] [INFO ] [sig       ] [1419/3547] Forecasting GRID...
[2025-12-04T20:37:03.624494] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-04T20:37:03.624523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-04T20:37:03.637707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-04T20:37:03.638171] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-04T20:37:03.639139] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-04T20:37:03.639191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:03.639222] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:03.639247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:03.639303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:03.695745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:03.696911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:03.697011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:03.697042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:03.825908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:03.826146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:03.826195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:03.826225] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:03.831982] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-04T20:37:03.832534] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-04T20:37:03.832748] [INFO ] [sig       ] GRID: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:03.987254] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GRID.txt
[2025-12-04T20:37:03.987443] [INFO ] [sig       ] [1419/3547] Completed GRID in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:03.987486] [INFO ] [sig       ] [1420/3547] Forecasting GRMN...
[2025-12-04T20:37:03.987514] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-04T20:37:03.987543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-04T20:37:04.000596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-04T20:37:04.001012] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-04T20:37:04.001909] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-04T20:37:04.001960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:04.001991] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:04.002016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:04.002071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:04.058684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:04.059767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:04.059869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:04.059900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:04.187315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:04.187564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:04.187632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:04.187659] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:04.191696] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-04T20:37:04.192008] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-04T20:37:04.192148] [INFO ] [sig       ] GRMN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:04.336997] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GRMN.txt
[2025-12-04T20:37:04.337196] [INFO ] [sig       ] [1420/3547] Completed GRMN in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:04.337239] [INFO ] [sig       ] [1421/3547] Forecasting GRND...
[2025-12-04T20:37:04.337269] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-04T20:37:04.337300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-04T20:37:04.350755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-04T20:37:04.351247] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-04T20:37:04.352189] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-04T20:37:04.352242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:04.352279] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:04.352319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:04.352384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:04.412045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:04.413155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:04.413254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:04.413287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:04.540178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:04.540438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:04.540484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:04.540514] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:04.544288] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=44.63%)
[2025-12-04T20:37:04.544629] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-04T20:37:04.544768] [INFO ] [sig       ] GRND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:04.688639] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GRND.txt
[2025-12-04T20:37:04.688848] [INFO ] [sig       ] [1421/3547] Completed GRND in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:04.688891] [INFO ] [sig       ] [1422/3547] Forecasting GRPN...
[2025-12-04T20:37:04.688920] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-04T20:37:04.688951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-04T20:37:04.702759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-04T20:37:04.703204] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-04T20:37:04.704062] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-04T20:37:04.704112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:04.704143] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:04.704168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:04.704240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:04.760459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:04.761603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:04.761701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:04.761733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:04.889204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:04.889496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:04.889554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:04.889610] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:04.894614] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=53.47%)
[2025-12-04T20:37:04.894987] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-04T20:37:04.895153] [INFO ] [sig       ] GRPN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:05.043596] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GRPN.txt
[2025-12-04T20:37:05.043797] [INFO ] [sig       ] [1422/3547] Completed GRPN in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:05.043840] [INFO ] [sig       ] [1423/3547] Forecasting GRWG...
[2025-12-04T20:37:05.043870] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-04T20:37:05.043901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-04T20:37:05.057265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-04T20:37:05.057855] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-04T20:37:05.058845] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-04T20:37:05.058899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:05.058933] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:05.058959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:05.059018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:05.116735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:05.117865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:05.117964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:05.117997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:05.239753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:05.239978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:05.240024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:05.240052] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:05.243999] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-12-04T20:37:05.244356] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-04T20:37:05.244515] [INFO ] [sig       ] GRWG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:05.384868] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GRWG.txt
[2025-12-04T20:37:05.385081] [INFO ] [sig       ] [1423/3547] Completed GRWG in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:05.385126] [INFO ] [sig       ] [1424/3547] Forecasting GRX...
[2025-12-04T20:37:05.385153] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-04T20:37:05.385184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-04T20:37:05.397870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-04T20:37:05.398365] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-04T20:37:05.399288] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-04T20:37:05.399360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:05.399394] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:05.399421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:05.399479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:05.456699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:05.457833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:05.457930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:05.457965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:05.568955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:05.569281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:05.569334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:05.569365] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:05.574493] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-04T20:37:05.575105] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-04T20:37:05.575326] [INFO ] [sig       ] GRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:05.718536] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GRX.txt
[2025-12-04T20:37:05.718793] [INFO ] [sig       ] [1424/3547] Completed GRX in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:05.718855] [INFO ] [sig       ] [1425/3547] Forecasting GS...
[2025-12-04T20:37:05.718888] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-04T20:37:05.718922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-04T20:37:05.732000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-04T20:37:05.732509] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-04T20:37:05.733379] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-04T20:37:05.733430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:05.733461] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:05.733485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:05.733541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:05.791817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:05.792958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:05.793056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:05.793088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:05.922652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:05.922887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:05.922942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:05.922979] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:05.926891] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-12-04T20:37:05.927217] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-04T20:37:05.927360] [INFO ] [sig       ] GS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:06.069329] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GS.txt
[2025-12-04T20:37:06.069530] [INFO ] [sig       ] [1425/3547] Completed GS in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:06.069589] [INFO ] [sig       ] [1426/3547] Forecasting GSBC...
[2025-12-04T20:37:06.069621] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-04T20:37:06.069652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-04T20:37:06.082505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-04T20:37:06.082925] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-04T20:37:06.083800] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-04T20:37:06.083850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:06.083880] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:06.083905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:06.083960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:06.140697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:06.141743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:06.141836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:06.141870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:06.263768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:06.264005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:06.264050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:06.264076] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:06.268012] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-04T20:37:06.268375] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-04T20:37:06.268528] [INFO ] [sig       ] GSBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:06.414056] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GSBC.txt
[2025-12-04T20:37:06.414266] [INFO ] [sig       ] [1426/3547] Completed GSBC in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:06.414307] [INFO ] [sig       ] [1427/3547] Forecasting GSBD...
[2025-12-04T20:37:06.414336] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-04T20:37:06.414366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-04T20:37:06.427476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-04T20:37:06.427982] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-04T20:37:06.428914] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-04T20:37:06.428967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:06.428998] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:06.429025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:06.429083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:06.486909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:06.488088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:06.488200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:06.488233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:06.611138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:06.611366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:06.611409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:06.611435] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:06.615195] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-04T20:37:06.615502] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-04T20:37:06.615653] [INFO ] [sig       ] GSBD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:06.759135] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GSBD.txt
[2025-12-04T20:37:06.759386] [INFO ] [sig       ] [1427/3547] Completed GSBD in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:06.759438] [INFO ] [sig       ] [1428/3547] Forecasting GSHD...
[2025-12-04T20:37:06.759509] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-04T20:37:06.759541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-04T20:37:06.772658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-04T20:37:06.773095] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-04T20:37:06.773966] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-04T20:37:06.774016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:06.774048] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:06.774072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:06.774127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:06.830088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:06.831264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:06.831360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:06.831392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:06.951097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:06.951329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:06.951373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:06.951401] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:06.955115] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-04T20:37:06.955422] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-04T20:37:06.955560] [INFO ] [sig       ] GSHD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:07.097345] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GSHD.txt
[2025-12-04T20:37:07.097521] [INFO ] [sig       ] [1428/3547] Completed GSHD in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:07.097561] [INFO ] [sig       ] [1429/3547] Forecasting GSK...
[2025-12-04T20:37:07.097610] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-04T20:37:07.097641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-04T20:37:07.110380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-04T20:37:07.110884] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-04T20:37:07.111752] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-04T20:37:07.111800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:07.111830] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:07.111855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:07.111910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:07.167404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:07.168496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:07.168610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:07.168643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:07.294458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:07.294706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:07.294750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:07.294777] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:07.298528] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=47.28%)
[2025-12-04T20:37:07.298862] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-04T20:37:07.298987] [INFO ] [sig       ] GSK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:07.438195] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GSK.txt
[2025-12-04T20:37:07.438430] [INFO ] [sig       ] [1429/3547] Completed GSK in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:07.438472] [INFO ] [sig       ] [1430/3547] Forecasting GSL...
[2025-12-04T20:37:07.438501] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-04T20:37:07.438532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-04T20:37:07.453055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-04T20:37:07.453726] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-04T20:37:07.454781] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-04T20:37:07.454843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:07.454875] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:07.454900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:07.454960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:07.513826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:07.514896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:07.514988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:07.515021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:07.643449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:07.643699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:07.643753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:07.643783] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:07.647622] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-12-04T20:37:07.647920] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-04T20:37:07.648053] [INFO ] [sig       ] GSL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:07.793027] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GSL.txt
[2025-12-04T20:37:07.793211] [INFO ] [sig       ] [1430/3547] Completed GSL in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 12.1m
[2025-12-04T20:37:07.793252] [INFO ] [sig       ] [1431/3547] Forecasting GSM...
[2025-12-04T20:37:07.793279] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-04T20:37:07.793309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-04T20:37:07.807286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-04T20:37:07.807808] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-04T20:37:07.808846] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-04T20:37:07.808900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:07.808933] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:07.808960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:07.809057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:07.869133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:07.870286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:07.870415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:07.870451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:07.992717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:07.992941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:07.993012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:07.993041] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:07.996661] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-04T20:37:07.997013] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-04T20:37:07.997139] [INFO ] [sig       ] GSM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:08.141126] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GSM.txt
[2025-12-04T20:37:08.141346] [INFO ] [sig       ] [1431/3547] Completed GSM in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 12.0m
[2025-12-04T20:37:08.141396] [INFO ] [sig       ] [1432/3547] Forecasting GTES...
[2025-12-04T20:37:08.141429] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-04T20:37:08.141460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-04T20:37:08.155053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-04T20:37:08.155620] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-04T20:37:08.156545] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-04T20:37:08.156617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:08.156651] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:08.156676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:08.156732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:08.214345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:08.215452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:08.215546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:08.215599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:08.333348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:08.333604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:08.333655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:08.333686] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:08.337390] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-04T20:37:08.337701] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-04T20:37:08.337832] [INFO ] [sig       ] GTES: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:08.476851] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GTES.txt
[2025-12-04T20:37:08.477031] [INFO ] [sig       ] [1432/3547] Completed GTES in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:08.477072] [INFO ] [sig       ] [1433/3547] Forecasting GTLB...
[2025-12-04T20:37:08.477100] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-04T20:37:08.477130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-04T20:37:08.490588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-04T20:37:08.491150] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-04T20:37:08.492060] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-04T20:37:08.492114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:08.492146] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:08.492172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:08.492232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:08.550107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:08.551260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:08.551358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:08.551390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:08.672250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:08.672410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:08.672451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:08.672480] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:08.675842] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-04T20:37:08.676105] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-04T20:37:08.676225] [INFO ] [sig       ] GTLB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:08.815774] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GTLB.txt
[2025-12-04T20:37:08.815913] [INFO ] [sig       ] [1433/3547] Completed GTLB in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:08.815952] [INFO ] [sig       ] [1434/3547] Forecasting GTLS...
[2025-12-04T20:37:08.815980] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-04T20:37:08.816008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-04T20:37:08.830677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-04T20:37:08.831240] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-04T20:37:08.832173] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-04T20:37:08.832229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:08.832261] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:08.832288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:08.832345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:08.895476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:08.896746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:08.896844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:08.896876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:09.034536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:09.034781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:09.034825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:09.034852] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:09.038786] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-04T20:37:09.039156] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-04T20:37:09.039301] [INFO ] [sig       ] GTLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:09.185691] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GTLS.txt
[2025-12-04T20:37:09.185897] [INFO ] [sig       ] [1434/3547] Completed GTLS in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:09.185941] [INFO ] [sig       ] [1435/3547] Forecasting GTN...
[2025-12-04T20:37:09.185972] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-04T20:37:09.186003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-04T20:37:09.203645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-04T20:37:09.204006] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-04T20:37:09.204844] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-04T20:37:09.204895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:09.204938] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:09.204965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:09.205019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:09.261699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:09.262554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:09.262655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:09.262688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:09.391370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:09.391522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:09.391589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:09.391624] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:09.394985] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=85.63%)
[2025-12-04T20:37:09.395250] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-04T20:37:09.395371] [INFO ] [sig       ] GTN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:09.532318] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GTN.txt
[2025-12-04T20:37:09.532481] [INFO ] [sig       ] [1435/3547] Completed GTN in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:09.532520] [INFO ] [sig       ] [1436/3547] Forecasting GTX...
[2025-12-04T20:37:09.532547] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-04T20:37:09.532594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-04T20:37:09.545061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-04T20:37:09.545438] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-04T20:37:09.546216] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-04T20:37:09.546266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:09.546296] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:09.546322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:09.546376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:09.604039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:09.604912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:09.604997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:09.605028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:09.737000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:09.737180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:09.737223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:09.737253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:09.741084] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-04T20:37:09.741430] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-04T20:37:09.741590] [INFO ] [sig       ] GTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:09.887399] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GTX.txt
[2025-12-04T20:37:09.887592] [INFO ] [sig       ] [1436/3547] Completed GTX in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:09.887638] [INFO ] [sig       ] [1437/3547] Forecasting GTY...
[2025-12-04T20:37:09.887669] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-04T20:37:09.887699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-04T20:37:09.901425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-04T20:37:09.902048] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-04T20:37:09.902992] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-04T20:37:09.903044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:09.903075] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:09.903101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:09.903157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:09.959409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:09.960601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:09.960704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:09.960737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:10.081461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:10.081711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:10.081755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:10.081784] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:10.085603] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-04T20:37:10.085903] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-04T20:37:10.086039] [INFO ] [sig       ] GTY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:10.229122] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GTY.txt
[2025-12-04T20:37:10.229340] [INFO ] [sig       ] [1437/3547] Completed GTY in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:10.229396] [INFO ] [sig       ] [1438/3547] Forecasting GUG...
[2025-12-04T20:37:10.229432] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-04T20:37:10.229474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-04T20:37:10.242792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-04T20:37:10.243201] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-04T20:37:10.243992] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-04T20:37:10.244043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:10.244072] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:10.244098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:10.244153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:10.298830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:10.299551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:10.299649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:10.299680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:10.414842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:10.415001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:10.415039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:10.415066] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:10.418889] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-04T20:37:10.419812] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-04T20:37:10.420139] [INFO ] [sig       ] GUG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:10.564235] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GUG.txt
[2025-12-04T20:37:10.564445] [INFO ] [sig       ] [1438/3547] Completed GUG in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:10.564498] [INFO ] [sig       ] [1439/3547] Forecasting GVA...
[2025-12-04T20:37:10.564606] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-04T20:37:10.564645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-04T20:37:10.578013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-04T20:37:10.578590] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-04T20:37:10.579462] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-04T20:37:10.579519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:10.579550] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:10.579598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:10.579660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:10.638452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:10.639644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:10.639742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:10.639777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:10.764756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:10.764925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:10.764976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:10.765005] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:10.768520] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-04T20:37:10.768807] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-04T20:37:10.768928] [INFO ] [sig       ] GVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:10.951588] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GVA.txt
[2025-12-04T20:37:10.951721] [INFO ] [sig       ] [1439/3547] Completed GVA in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:10.951758] [INFO ] [sig       ] [1440/3547] Forecasting GWH...
[2025-12-04T20:37:10.951784] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-04T20:37:10.951811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-04T20:37:10.963786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-04T20:37:10.964058] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-04T20:37:10.964814] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-04T20:37:10.964863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:10.964893] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:10.964918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:10.964971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:11.020302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:11.020905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:11.020979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:11.021010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:11.147883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:11.148117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:11.148164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:11.148193] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:11.152315] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-12-04T20:37:11.152647] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-04T20:37:11.152787] [INFO ] [sig       ] GWH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:11.300783] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GWH.txt
[2025-12-04T20:37:11.301006] [INFO ] [sig       ] [1440/3547] Completed GWH in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:11.301049] [INFO ] [sig       ] [1441/3547] Forecasting GWRE...
[2025-12-04T20:37:11.301078] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-04T20:37:11.301108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-04T20:37:11.315593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-04T20:37:11.316140] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-04T20:37:11.317057] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-04T20:37:11.317113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:11.317145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:11.317171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:11.317229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:11.373885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:11.374999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:11.375093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:11.375126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:11.497248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:11.497477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:11.497526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:11.497557] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:11.501357] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=34.87%)
[2025-12-04T20:37:11.501682] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-04T20:37:11.501815] [INFO ] [sig       ] GWRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:11.642391] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GWRE.txt
[2025-12-04T20:37:11.642616] [INFO ] [sig       ] [1441/3547] Completed GWRE in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:11.642663] [INFO ] [sig       ] [1442/3547] Forecasting GWRS...
[2025-12-04T20:37:11.642690] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-04T20:37:11.642719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-04T20:37:11.656678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-04T20:37:11.657143] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-04T20:37:11.658029] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-04T20:37:11.658081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:11.658113] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:11.658138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:11.658192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:11.715727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:11.716750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:11.716832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:11.716865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:11.834098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:11.834257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:11.834297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:11.834342] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:11.837891] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-12-04T20:37:11.838162] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-04T20:37:11.838304] [INFO ] [sig       ] GWRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:11.978136] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GWRS.txt
[2025-12-04T20:37:11.978261] [INFO ] [sig       ] [1442/3547] Completed GWRS in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:11.978321] [INFO ] [sig       ] [1443/3547] Forecasting GXAI...
[2025-12-04T20:37:11.978350] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-04T20:37:11.978379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-04T20:37:11.992179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-04T20:37:11.992830] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-04T20:37:11.993777] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-04T20:37:11.993829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:11.993861] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:11.993886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:11.993941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:12.049715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:12.051115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:12.051241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:12.051286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:12.167948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:12.168178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:12.168224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:12.168252] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:12.172074] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=54.69%)
[2025-12-04T20:37:12.172372] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-04T20:37:12.172508] [INFO ] [sig       ] GXAI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:12.311558] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/GXAI.txt
[2025-12-04T20:37:12.311769] [INFO ] [sig       ] [1443/3547] Completed GXAI in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:12.311809] [INFO ] [sig       ] [1444/3547] Forecasting GYRE...
[2025-12-04T20:37:12.311836] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-04T20:37:12.311864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-04T20:37:12.325654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-04T20:37:12.326207] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-04T20:37:12.327192] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-04T20:37:12.327250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:12.327289] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:12.327322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:12.327391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:12.384647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:12.385752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:12.385872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:12.385954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:12.504128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:12.504348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:12.504392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:12.504420] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:12.508122] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-04T20:37:12.508419] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-04T20:37:12.508545] [INFO ] [sig       ] GYRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:12.652621] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/GYRE.txt
[2025-12-04T20:37:12.652853] [INFO ] [sig       ] [1444/3547] Completed GYRE in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:12.652935] [INFO ] [sig       ] [1445/3547] Forecasting H...
[2025-12-04T20:37:12.652965] [INFO ] [sig       ] Generating forecast for: H
[2025-12-04T20:37:12.652995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-04T20:37:12.666842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-04T20:37:12.667373] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-04T20:37:12.668260] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-04T20:37:12.668332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:12.668362] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:12.668387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:12.668444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:12.724421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:12.725645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:12.725743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:12.725773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:12.844709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:12.844937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:12.844981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:12.845009] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:12.848982] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-12-04T20:37:12.849304] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-04T20:37:12.849435] [INFO ] [sig       ] H: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:12.989523] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/H.txt
[2025-12-04T20:37:12.989720] [INFO ] [sig       ] [1445/3547] Completed H in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:12.989760] [INFO ] [sig       ] [1446/3547] Forecasting HAE...
[2025-12-04T20:37:12.989789] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-04T20:37:12.989817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-04T20:37:13.003404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-04T20:37:13.003867] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-04T20:37:13.004751] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-04T20:37:13.004853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:13.004886] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:13.004912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:13.004991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:13.063236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:13.064398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:13.064493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:13.064527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:13.189434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:13.189680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:13.189725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:13.189754] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:13.193647] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-04T20:37:13.193947] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-04T20:37:13.194080] [INFO ] [sig       ] HAE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:13.343020] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HAE.txt
[2025-12-04T20:37:13.343225] [INFO ] [sig       ] [1446/3547] Completed HAE in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:13.343266] [INFO ] [sig       ] [1447/3547] Forecasting HAFC...
[2025-12-04T20:37:13.343293] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-04T20:37:13.343321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-04T20:37:13.354558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-04T20:37:13.354983] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-04T20:37:13.355785] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-04T20:37:13.355836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:13.355866] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:13.355892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:13.355946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:13.412678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:13.413564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:13.413685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:13.413721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:13.533020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:13.533183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:13.533225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:13.533253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:13.536723] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-04T20:37:13.537002] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-04T20:37:13.537127] [INFO ] [sig       ] HAFC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:13.679254] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HAFC.txt
[2025-12-04T20:37:13.679388] [INFO ] [sig       ] [1447/3547] Completed HAFC in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:13.679425] [INFO ] [sig       ] [1448/3547] Forecasting HAIN...
[2025-12-04T20:37:13.679453] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-04T20:37:13.679481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-04T20:37:13.691491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-04T20:37:13.691805] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-04T20:37:13.692548] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-04T20:37:13.692629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:13.692661] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:13.692686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:13.692768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:13.748681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:13.749313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:13.749388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:13.749419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:13.868663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:13.868826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:13.868864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:13.868892] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:13.872199] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-12-04T20:37:13.872475] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-04T20:37:13.872615] [INFO ] [sig       ] HAIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:14.014377] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HAIN.txt
[2025-12-04T20:37:14.014534] [INFO ] [sig       ] [1448/3547] Completed HAIN in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 12.0m
[2025-12-04T20:37:14.014592] [INFO ] [sig       ] [1449/3547] Forecasting HAL...
[2025-12-04T20:37:14.014626] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-04T20:37:14.014656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-04T20:37:14.027458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-04T20:37:14.027886] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-04T20:37:14.028712] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-04T20:37:14.028764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:14.028795] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:14.028821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:14.028875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:14.085632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:14.086536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:14.086644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:14.086677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:14.210281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:14.210446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:14.210486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:14.210513] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:14.213887] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-04T20:37:14.214151] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-04T20:37:14.214271] [INFO ] [sig       ] HAL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:14.352388] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HAL.txt
[2025-12-04T20:37:14.352540] [INFO ] [sig       ] [1449/3547] Completed HAL in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:14.352599] [INFO ] [sig       ] [1450/3547] Forecasting HALO...
[2025-12-04T20:37:14.352634] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-04T20:37:14.352663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-04T20:37:14.364656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-04T20:37:14.364970] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-04T20:37:14.365756] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-04T20:37:14.365817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:14.365854] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:14.365881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:14.365936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:14.421715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:14.422317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:14.422390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:14.422421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:14.546992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:14.547155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:14.547193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:14.547221] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:14.550607] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-04T20:37:14.550920] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-04T20:37:14.551045] [INFO ] [sig       ] HALO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:14.689894] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HALO.txt
[2025-12-04T20:37:14.690019] [INFO ] [sig       ] [1450/3547] Completed HALO in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:14.690056] [INFO ] [sig       ] [1451/3547] Forecasting HAS...
[2025-12-04T20:37:14.690084] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-04T20:37:14.690113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-04T20:37:14.701044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-04T20:37:14.701323] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-04T20:37:14.702079] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-04T20:37:14.702128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:14.702158] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:14.702183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:14.702237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:14.759469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:14.760823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:14.760919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:14.760952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:14.881712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:14.881935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:14.881981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:14.882009] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:14.885765] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-04T20:37:14.886129] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-04T20:37:14.886279] [INFO ] [sig       ] HAS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:15.028704] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HAS.txt
[2025-12-04T20:37:15.028925] [INFO ] [sig       ] [1451/3547] Completed HAS in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:15.028967] [INFO ] [sig       ] [1452/3547] Forecasting HASI...
[2025-12-04T20:37:15.028995] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-04T20:37:15.029023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-04T20:37:15.042083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-04T20:37:15.042431] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-04T20:37:15.043310] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-04T20:37:15.043361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:15.043391] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:15.043416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:15.043469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:15.099262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:15.099985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:15.100077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:15.100111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:15.222193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:15.222354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:15.222394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:15.222420] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:15.225788] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2025-12-04T20:37:15.226050] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-04T20:37:15.226170] [INFO ] [sig       ] HASI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:15.368461] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HASI.txt
[2025-12-04T20:37:15.368609] [INFO ] [sig       ] [1452/3547] Completed HASI in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:15.368648] [INFO ] [sig       ] [1453/3547] Forecasting HBANL...
[2025-12-04T20:37:15.368675] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-04T20:37:15.368707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-04T20:37:15.380815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-04T20:37:15.381138] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-04T20:37:15.381939] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-04T20:37:15.381988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:15.382018] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:15.382043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:15.382095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:15.437736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:15.438339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:15.438418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:15.438450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:15.549941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:15.550082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:15.550121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:15.550149] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:15.553514] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: UP (p=80.65%)
[2025-12-04T20:37:15.553868] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-04T20:37:15.554025] [INFO ] [sig       ] HBANL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:15.690457] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HBANL.txt
[2025-12-04T20:37:15.690625] [INFO ] [sig       ] [1453/3547] Completed HBANL in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:15.690664] [INFO ] [sig       ] [1454/3547] Forecasting HBANP...
[2025-12-04T20:37:15.690692] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-04T20:37:15.690719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-04T20:37:15.703194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-04T20:37:15.703609] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-04T20:37:15.704431] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-04T20:37:15.704481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:15.704512] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:15.704537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:15.704608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:15.760691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:15.761593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:15.761679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:15.761710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:15.878506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:15.878702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:15.878754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:15.878785] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:15.882390] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-04T20:37:15.882681] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-04T20:37:15.882808] [INFO ] [sig       ] HBANP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:16.022108] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HBANP.txt
[2025-12-04T20:37:16.022307] [INFO ] [sig       ] [1454/3547] Completed HBANP in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:16.022362] [INFO ] [sig       ] [1455/3547] Forecasting HBB...
[2025-12-04T20:37:16.022394] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-04T20:37:16.022423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-04T20:37:16.036639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-04T20:37:16.037223] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-04T20:37:16.038154] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-04T20:37:16.038208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:16.038242] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:16.038291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:16.038352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:16.097604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:16.098756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:16.098855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:16.098918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:16.217418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:16.217705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:16.217752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:16.217782] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:16.221773] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=32.27%)
[2025-12-04T20:37:16.222087] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-04T20:37:16.222227] [INFO ] [sig       ] HBB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:16.369352] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HBB.txt
[2025-12-04T20:37:16.369560] [INFO ] [sig       ] [1455/3547] Completed HBB in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:16.369623] [INFO ] [sig       ] [1456/3547] Forecasting HBM...
[2025-12-04T20:37:16.369653] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-04T20:37:16.369681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-04T20:37:16.382977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-04T20:37:16.383475] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-04T20:37:16.384427] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-04T20:37:16.384478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:16.384508] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:16.384533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:16.384615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:16.440719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:16.441864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:16.441962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:16.441994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:16.563144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:16.563373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:16.563416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:16.563444] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:16.567137] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-04T20:37:16.567429] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-04T20:37:16.567563] [INFO ] [sig       ] HBM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:16.705225] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HBM.txt
[2025-12-04T20:37:16.705418] [INFO ] [sig       ] [1456/3547] Completed HBM in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:16.705457] [INFO ] [sig       ] [1457/3547] Forecasting HBNC...
[2025-12-04T20:37:16.705484] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-04T20:37:16.705513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-04T20:37:16.720784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-04T20:37:16.721266] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-04T20:37:16.722145] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-04T20:37:16.722197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:16.722226] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:16.722251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:16.722305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:16.776547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:16.777162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:16.777238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:16.777268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:16.898097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:16.898364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:16.898415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:16.898443] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:16.902487] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-04T20:37:16.902825] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-04T20:37:16.902969] [INFO ] [sig       ] HBNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:17.043485] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HBNC.txt
[2025-12-04T20:37:17.043695] [INFO ] [sig       ] [1457/3547] Completed HBNC in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:17.043738] [INFO ] [sig       ] [1458/3547] Forecasting HCA...
[2025-12-04T20:37:17.043767] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-04T20:37:17.043798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-04T20:37:17.057078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-04T20:37:17.057752] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-04T20:37:17.059105] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-04T20:37:17.059168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:17.059208] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:17.059243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:17.059319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:17.118611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:17.119727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:17.119819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:17.119851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:17.242046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:17.242237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:17.242281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:17.242308] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:17.246305] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=37.73%)
[2025-12-04T20:37:17.246621] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-04T20:37:17.246762] [INFO ] [sig       ] HCA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:17.388117] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HCA.txt
[2025-12-04T20:37:17.388257] [INFO ] [sig       ] [1458/3547] Completed HCA in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:17.388320] [INFO ] [sig       ] [1459/3547] Forecasting HCC...
[2025-12-04T20:37:17.388348] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-04T20:37:17.388378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-04T20:37:17.403165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-04T20:37:17.403809] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-04T20:37:17.404825] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-04T20:37:17.404880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:17.404936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:17.404963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:17.405021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:17.464712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:17.465999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:17.466126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:17.466157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:17.597835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:17.598073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:17.598121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:17.598151] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:17.602117] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-04T20:37:17.602443] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-04T20:37:17.602604] [INFO ] [sig       ] HCC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:17.751340] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HCC.txt
[2025-12-04T20:37:17.751554] [INFO ] [sig       ] [1459/3547] Completed HCC in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:17.751617] [INFO ] [sig       ] [1460/3547] Forecasting HCI...
[2025-12-04T20:37:17.751646] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-04T20:37:17.751676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-04T20:37:17.767250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-04T20:37:17.767793] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-04T20:37:17.768666] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-04T20:37:17.768718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:17.768747] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:17.768772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:17.768828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:17.838916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:17.840099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:17.840210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:17.840257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:17.961997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:17.962251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:17.962315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:17.962345] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:17.966105] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-04T20:37:17.966405] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-04T20:37:17.966537] [INFO ] [sig       ] HCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:18.107239] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HCI.txt
[2025-12-04T20:37:18.107437] [INFO ] [sig       ] [1460/3547] Completed HCI in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:18.107477] [INFO ] [sig       ] [1461/3547] Forecasting HCM...
[2025-12-04T20:37:18.107505] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-04T20:37:18.107535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-04T20:37:18.121723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-04T20:37:18.122230] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-04T20:37:18.123081] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-04T20:37:18.123132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:18.123163] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:18.123189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:18.123246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:18.179194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:18.180333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:18.180427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:18.180457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:18.307373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:18.307621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:18.307667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:18.307694] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:18.311506] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-04T20:37:18.311830] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-04T20:37:18.311967] [INFO ] [sig       ] HCM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:18.450167] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HCM.txt
[2025-12-04T20:37:18.450339] [INFO ] [sig       ] [1461/3547] Completed HCM in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:18.450415] [INFO ] [sig       ] [1462/3547] Forecasting HCSG...
[2025-12-04T20:37:18.450444] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-04T20:37:18.450473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-04T20:37:18.464768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-04T20:37:18.465375] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-04T20:37:18.466370] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-04T20:37:18.466424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:18.466455] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:18.466506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:18.466565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:18.522383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:18.523511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:18.523623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:18.523681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:18.643690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:18.643918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:18.643961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:18.643988] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:18.647762] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-04T20:37:18.648051] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-04T20:37:18.648179] [INFO ] [sig       ] HCSG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:18.791139] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HCSG.txt
[2025-12-04T20:37:18.791363] [INFO ] [sig       ] [1462/3547] Completed HCSG in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:18.791423] [INFO ] [sig       ] [1463/3547] Forecasting HCTI...
[2025-12-04T20:37:18.791457] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-04T20:37:18.791492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-04T20:37:18.803676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-04T20:37:18.804014] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-04T20:37:18.804897] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-04T20:37:18.804947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:18.804978] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:18.805002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:18.805058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:18.862420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:18.863545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:18.863664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:18.863700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:18.977762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:18.977985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:18.978025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:18.978053] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:18.981833] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-12-04T20:37:18.982136] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-04T20:37:18.982277] [INFO ] [sig       ] HCTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:19.128101] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HCTI.txt
[2025-12-04T20:37:19.128356] [INFO ] [sig       ] [1463/3547] Completed HCTI in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:19.128406] [INFO ] [sig       ] [1464/3547] Forecasting HD...
[2025-12-04T20:37:19.128435] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-04T20:37:19.128463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-04T20:37:19.142802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-04T20:37:19.143236] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-04T20:37:19.144150] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-04T20:37:19.144202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:19.144233] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:19.144259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:19.144315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:19.200450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:19.201662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:19.201773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:19.201815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:19.322791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:19.323025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:19.323072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:19.323100] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:19.327281] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-04T20:37:19.327751] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-04T20:37:19.327945] [INFO ] [sig       ] HD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:19.467629] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HD.txt
[2025-12-04T20:37:19.467805] [INFO ] [sig       ] [1464/3547] Completed HD in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:19.467844] [INFO ] [sig       ] [1465/3547] Forecasting HDB...
[2025-12-04T20:37:19.467872] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-04T20:37:19.467902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-04T20:37:19.481388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-04T20:37:19.481879] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-04T20:37:19.482740] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-04T20:37:19.482790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:19.482821] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:19.482881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:19.482939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:19.539869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:19.541052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:19.541150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:19.541182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:19.678324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:19.678553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:19.678618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:19.678649] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:19.682347] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-12-04T20:37:19.682648] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-04T20:37:19.682776] [INFO ] [sig       ] HDB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:19.821528] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HDB.txt
[2025-12-04T20:37:19.821734] [INFO ] [sig       ] [1465/3547] Completed HDB in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:19.821776] [INFO ] [sig       ] [1466/3547] Forecasting HDSN...
[2025-12-04T20:37:19.821804] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-04T20:37:19.821833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-04T20:37:19.835217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-04T20:37:19.835670] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-04T20:37:19.836555] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-04T20:37:19.836624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:19.836655] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:19.836680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:19.836736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:19.898064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:19.899191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:19.899293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:19.899335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:20.018025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:20.018249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:20.018314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:20.018368] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:20.022112] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-04T20:37:20.022415] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-04T20:37:20.022545] [INFO ] [sig       ] HDSN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:20.161056] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HDSN.txt
[2025-12-04T20:37:20.161233] [INFO ] [sig       ] [1466/3547] Completed HDSN in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 11.9m
[2025-12-04T20:37:20.161273] [INFO ] [sig       ] [1467/3547] Forecasting HE...
[2025-12-04T20:37:20.161300] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-04T20:37:20.161330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-04T20:37:20.175417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-04T20:37:20.175896] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-04T20:37:20.176783] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-04T20:37:20.176834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:20.176865] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:20.176891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:20.176952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:20.232923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:20.234021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:20.234115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:20.234145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:20.354836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:20.355061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:20.355106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:20.355134] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:20.358931] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=14.49%)
[2025-12-04T20:37:20.359231] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-04T20:37:20.359365] [INFO ] [sig       ] HE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:20.499825] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HE.txt
[2025-12-04T20:37:20.500022] [INFO ] [sig       ] [1467/3547] Completed HE in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:20.500062] [INFO ] [sig       ] [1468/3547] Forecasting HEI...
[2025-12-04T20:37:20.500089] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-04T20:37:20.500118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-04T20:37:20.513012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-04T20:37:20.513445] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-04T20:37:20.514313] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-04T20:37:20.514363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:20.514392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:20.514417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:20.514471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:20.570071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:20.571016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:20.571104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:20.571160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:20.693025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:20.693243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:20.693286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:20.693312] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:20.696996] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-04T20:37:20.697335] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-04T20:37:20.697466] [INFO ] [sig       ] HEI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:20.836857] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HEI.txt
[2025-12-04T20:37:20.837046] [INFO ] [sig       ] [1468/3547] Completed HEI in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:20.837086] [INFO ] [sig       ] [1469/3547] Forecasting HELE...
[2025-12-04T20:37:20.837115] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-04T20:37:20.837145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-04T20:37:20.849980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-04T20:37:20.850421] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-04T20:37:20.851296] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-04T20:37:20.851347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:20.851379] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:20.851404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:20.851461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:20.909531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:20.910609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:20.910701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:20.910734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:21.038492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:21.038758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:21.038806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:21.038833] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:21.042639] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-04T20:37:21.042989] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-04T20:37:21.043131] [INFO ] [sig       ] HELE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:21.189539] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HELE.txt
[2025-12-04T20:37:21.189768] [INFO ] [sig       ] [1469/3547] Completed HELE in 0.4s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:21.189815] [INFO ] [sig       ] [1470/3547] Forecasting HEPS...
[2025-12-04T20:37:21.189849] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-04T20:37:21.189890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-04T20:37:21.202656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-04T20:37:21.203058] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-04T20:37:21.203953] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-04T20:37:21.204004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:21.204038] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:21.204091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:21.204165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:21.260903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:21.261970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:21.262086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:21.262120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:21.384416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:21.384660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:21.384706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:21.384733] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:21.388411] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2025-12-04T20:37:21.388721] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-04T20:37:21.388851] [INFO ] [sig       ] HEPS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:21.528491] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HEPS.txt
[2025-12-04T20:37:21.528702] [INFO ] [sig       ] [1470/3547] Completed HEPS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:21.528748] [INFO ] [sig       ] [1471/3547] Forecasting HEQ...
[2025-12-04T20:37:21.528776] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-04T20:37:21.528806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-04T20:37:21.541943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-04T20:37:21.542285] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-04T20:37:21.543130] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-04T20:37:21.543181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:21.543212] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:21.543236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:21.543290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:21.598737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:21.599556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:21.599657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:21.599688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:21.717707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:21.717947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:21.717999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:21.718029] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:21.721887] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-12-04T20:37:21.722177] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-04T20:37:21.722313] [INFO ] [sig       ] HEQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:21.863160] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HEQ.txt
[2025-12-04T20:37:21.863352] [INFO ] [sig       ] [1471/3547] Completed HEQ in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:21.863392] [INFO ] [sig       ] [1472/3547] Forecasting HERO...
[2025-12-04T20:37:21.863421] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-04T20:37:21.863451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-04T20:37:21.876189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-04T20:37:21.876602] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-04T20:37:21.877388] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-04T20:37:21.877438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:21.877469] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:21.877493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:21.877547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:21.932597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:21.933202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:21.933278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:21.933308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:22.054918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:22.055140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:22.055184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:22.055213] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:22.059032] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-12-04T20:37:22.059329] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-04T20:37:22.059463] [INFO ] [sig       ] HERO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:22.200886] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HERO.txt
[2025-12-04T20:37:22.201090] [INFO ] [sig       ] [1472/3547] Completed HERO in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:22.201133] [INFO ] [sig       ] [1473/3547] Forecasting HESM...
[2025-12-04T20:37:22.201161] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-04T20:37:22.201191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-04T20:37:22.215316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-04T20:37:22.215876] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-04T20:37:22.216767] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-04T20:37:22.216820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:22.216852] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:22.216879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:22.216936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:22.274718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:22.275789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:22.275893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:22.275936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:22.401367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:22.401608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:22.401652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:22.401679] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:22.405375] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-04T20:37:22.405713] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-04T20:37:22.405857] [INFO ] [sig       ] HESM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:22.549270] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HESM.txt
[2025-12-04T20:37:22.549468] [INFO ] [sig       ] [1473/3547] Completed HESM in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:22.549511] [INFO ] [sig       ] [1474/3547] Forecasting HFFG...
[2025-12-04T20:37:22.549538] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-04T20:37:22.549592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-04T20:37:22.568375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-04T20:37:22.568906] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-04T20:37:22.569790] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-04T20:37:22.569841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:22.569873] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:22.569905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:22.569972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:22.627917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:22.628665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:22.628765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:22.628807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:22.746155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:22.746314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:22.746354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:22.746381] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:22.749866] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2025-12-04T20:37:22.750164] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-04T20:37:22.750294] [INFO ] [sig       ] HFFG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:22.892107] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HFFG.txt
[2025-12-04T20:37:22.892257] [INFO ] [sig       ] [1474/3547] Completed HFFG in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:22.892295] [INFO ] [sig       ] [1475/3547] Forecasting HFRO...
[2025-12-04T20:37:22.892322] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-04T20:37:22.892351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-04T20:37:22.904652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-04T20:37:22.904932] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-04T20:37:22.905735] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-04T20:37:22.905784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:22.905814] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:22.905838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:22.905892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:22.961378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:22.962000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:22.962076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:22.962133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:23.081085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:23.081233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:23.081272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:23.081299] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:23.084707] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-12-04T20:37:23.084978] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-04T20:37:23.085099] [INFO ] [sig       ] HFRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:23.226499] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HFRO.txt
[2025-12-04T20:37:23.226704] [INFO ] [sig       ] [1475/3547] Completed HFRO in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:23.226745] [INFO ] [sig       ] [1476/3547] Forecasting HFWA...
[2025-12-04T20:37:23.226774] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-04T20:37:23.226803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-04T20:37:23.244015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-04T20:37:23.244600] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-04T20:37:23.245493] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-04T20:37:23.245551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:23.245608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:23.245636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:23.245691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:23.302213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:23.303296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:23.303403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:23.303438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:23.422655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:23.422883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:23.422927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:23.422956] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:23.426787] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-04T20:37:23.427109] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-04T20:37:23.427243] [INFO ] [sig       ] HFWA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:23.568401] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HFWA.txt
[2025-12-04T20:37:23.568631] [INFO ] [sig       ] [1476/3547] Completed HFWA in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:23.568675] [INFO ] [sig       ] [1477/3547] Forecasting HG...
[2025-12-04T20:37:23.568702] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-04T20:37:23.568733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-04T20:37:23.582280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-04T20:37:23.582699] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-04T20:37:23.583483] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-04T20:37:23.583533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:23.583563] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:23.583607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:23.583662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:23.649297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:23.650214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:23.650301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:23.650333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:23.769884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:23.770121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:23.770166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:23.770194] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:23.774112] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-04T20:37:23.774420] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-04T20:37:23.774564] [INFO ] [sig       ] HG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:23.914873] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HG.txt
[2025-12-04T20:37:23.915093] [INFO ] [sig       ] [1477/3547] Completed HG in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:23.915135] [INFO ] [sig       ] [1478/3547] Forecasting HGBL...
[2025-12-04T20:37:23.915165] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-04T20:37:23.915196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-04T20:37:23.928602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-04T20:37:23.929036] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-04T20:37:23.930012] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-04T20:37:23.930064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:23.930095] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:23.930120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:23.930176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:23.988432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:23.989472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:23.989563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:23.989614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:24.117908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:24.118072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:24.118112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:24.118139] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:24.121717] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-04T20:37:24.121996] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-04T20:37:24.122121] [INFO ] [sig       ] HGBL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:24.269404] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HGBL.txt
[2025-12-04T20:37:24.269907] [INFO ] [sig       ] [1478/3547] Completed HGBL in 0.4s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:24.269959] [INFO ] [sig       ] [1479/3547] Forecasting HGLB...
[2025-12-04T20:37:24.269995] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-04T20:37:24.270030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-04T20:37:24.282198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-04T20:37:24.282498] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-04T20:37:24.283300] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-04T20:37:24.283349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:24.283379] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:24.283404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:24.283457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:24.338491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:24.339303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:24.339386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:24.339417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:24.475673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:24.475891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:24.475934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:24.475962] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:24.479754] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=15.61%)
[2025-12-04T20:37:24.480047] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-04T20:37:24.480177] [INFO ] [sig       ] HGLB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:24.618755] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HGLB.txt
[2025-12-04T20:37:24.618934] [INFO ] [sig       ] [1479/3547] Completed HGLB in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:24.618974] [INFO ] [sig       ] [1480/3547] Forecasting HGTY...
[2025-12-04T20:37:24.619003] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-04T20:37:24.619033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-04T20:37:24.631847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-04T20:37:24.632336] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-04T20:37:24.633251] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-04T20:37:24.633303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:24.633335] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:24.633361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:24.633416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:24.689911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:24.690722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:24.690810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:24.690841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:24.808318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:24.808538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:24.808597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:24.808629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:24.812405] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=52.40%)
[2025-12-04T20:37:24.812723] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-04T20:37:24.812855] [INFO ] [sig       ] HGTY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:24.953495] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HGTY.txt
[2025-12-04T20:37:24.953677] [INFO ] [sig       ] [1480/3547] Completed HGTY in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:24.953719] [INFO ] [sig       ] [1481/3547] Forecasting HHH...
[2025-12-04T20:37:24.953747] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-04T20:37:24.953777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-04T20:37:24.968833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-04T20:37:24.969475] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-04T20:37:24.970662] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-04T20:37:24.970728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:24.970775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:24.970816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:24.970923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:25.034007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:25.035189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:25.035293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:25.035328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:25.155557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:25.155805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:25.155851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:25.155881] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:25.159703] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-04T20:37:25.160061] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-04T20:37:25.160203] [INFO ] [sig       ] HHH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:25.309444] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HHH.txt
[2025-12-04T20:37:25.309633] [INFO ] [sig       ] [1481/3547] Completed HHH in 0.4s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:25.309676] [INFO ] [sig       ] [1482/3547] Forecasting HI...
[2025-12-04T20:37:25.309704] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-04T20:37:25.309734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-04T20:37:25.322780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-04T20:37:25.323233] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-04T20:37:25.324076] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-04T20:37:25.324126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:25.324192] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:25.324219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:25.324276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:25.380497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:25.381477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:25.381567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:25.381619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:25.503665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:25.503902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:25.503947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:25.503976] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:25.508910] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-12-04T20:37:25.509295] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-04T20:37:25.509453] [INFO ] [sig       ] HI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:25.651195] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HI.txt
[2025-12-04T20:37:25.651365] [INFO ] [sig       ] [1482/3547] Completed HI in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:25.651404] [INFO ] [sig       ] [1483/3547] Forecasting HIFS...
[2025-12-04T20:37:25.651431] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-04T20:37:25.651459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-04T20:37:25.663367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-04T20:37:25.663713] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-04T20:37:25.664670] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-04T20:37:25.664744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:25.664776] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:25.664801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:25.664854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:25.721162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:25.721967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:25.722060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:25.722098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:25.832408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:25.832566] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:37:25.832626] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:25.832652] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:25.835928] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=71.99%)
[2025-12-04T20:37:25.836190] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-04T20:37:25.836307] [INFO ] [sig       ] HIFS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:25.978769] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HIFS.txt
[2025-12-04T20:37:25.978906] [INFO ] [sig       ] [1483/3547] Completed HIFS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 11.8m
[2025-12-04T20:37:25.978943] [INFO ] [sig       ] [1484/3547] Forecasting HIG...
[2025-12-04T20:37:25.978970] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-04T20:37:25.978998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-04T20:37:25.993256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-04T20:37:25.993602] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-04T20:37:25.994354] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-04T20:37:25.994404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:25.994434] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:25.994459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:25.994513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:26.051352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:26.052183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:26.052263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:26.052293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:26.171896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:26.172063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:26.172101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:26.172129] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:26.175666] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=46.87%)
[2025-12-04T20:37:26.175998] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-04T20:37:26.176138] [INFO ] [sig       ] HIG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:26.317069] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HIG.txt
[2025-12-04T20:37:26.317206] [INFO ] [sig       ] [1484/3547] Completed HIG in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:26.317243] [INFO ] [sig       ] [1485/3547] Forecasting HII...
[2025-12-04T20:37:26.317270] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-04T20:37:26.317299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-04T20:37:26.330989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-04T20:37:26.331471] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-04T20:37:26.332452] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-04T20:37:26.332504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:26.332537] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:26.332561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:26.332648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:26.389905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:26.391005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:26.391106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:26.391139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:26.517915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:26.518153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:26.518195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:26.518285] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:26.522119] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-04T20:37:26.522420] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-04T20:37:26.522554] [INFO ] [sig       ] HII: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:26.662067] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HII.txt
[2025-12-04T20:37:26.662301] [INFO ] [sig       ] [1485/3547] Completed HII in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:26.662348] [INFO ] [sig       ] [1486/3547] Forecasting HIMS...
[2025-12-04T20:37:26.662377] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-04T20:37:26.662408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-04T20:37:26.675804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-04T20:37:26.676233] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-04T20:37:26.677195] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-04T20:37:26.677245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:26.677303] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:26.677328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:26.677384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:26.732938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:26.733991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:26.734083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:26.734114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:26.852657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:26.852885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:26.852927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:26.852954] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:26.856670] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-04T20:37:26.856959] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-04T20:37:26.857092] [INFO ] [sig       ] HIMS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:26.999169] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HIMS.txt
[2025-12-04T20:37:26.999352] [INFO ] [sig       ] [1486/3547] Completed HIMS in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:26.999403] [INFO ] [sig       ] [1487/3547] Forecasting HIMX...
[2025-12-04T20:37:26.999432] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-04T20:37:26.999462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-04T20:37:27.012560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-04T20:37:27.012992] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-04T20:37:27.013850] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-04T20:37:27.013902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:27.013933] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:27.013958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:27.014013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:27.070106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:27.070801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:27.070879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:27.070909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:27.191926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:27.192105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:27.192145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:27.192172] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:27.195559] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-12-04T20:37:27.195843] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-04T20:37:27.195966] [INFO ] [sig       ] HIMX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:27.336201] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HIMX.txt
[2025-12-04T20:37:27.336330] [INFO ] [sig       ] [1487/3547] Completed HIMX in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:27.336365] [INFO ] [sig       ] [1488/3547] Forecasting HIO...
[2025-12-04T20:37:27.336393] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-04T20:37:27.336421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-04T20:37:27.350091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-04T20:37:27.350563] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-04T20:37:27.351463] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-04T20:37:27.351513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:27.351546] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:27.351589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:27.351650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:27.410593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:27.411792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:27.411892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:27.411924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:27.532923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:27.533152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:27.533194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:27.533222] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:27.536901] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-04T20:37:27.537215] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-04T20:37:27.537338] [INFO ] [sig       ] HIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:27.678540] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HIO.txt
[2025-12-04T20:37:27.678761] [INFO ] [sig       ] [1488/3547] Completed HIO in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:27.678801] [INFO ] [sig       ] [1489/3547] Forecasting HIPO...
[2025-12-04T20:37:27.678830] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-04T20:37:27.678860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-04T20:37:27.691742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-04T20:37:27.692113] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-04T20:37:27.692907] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-04T20:37:27.692956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:27.692986] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:27.693011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:27.693070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:27.750613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:27.751417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:27.751496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:27.751527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:27.873380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:27.873495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:27.873533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:27.873559] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:27.876923] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-04T20:37:27.877185] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-04T20:37:27.877301] [INFO ] [sig       ] HIPO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:28.015675] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HIPO.txt
[2025-12-04T20:37:28.015823] [INFO ] [sig       ] [1489/3547] Completed HIPO in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:28.015863] [INFO ] [sig       ] [1490/3547] Forecasting HITI...
[2025-12-04T20:37:28.015890] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-04T20:37:28.015917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-04T20:37:28.029486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-04T20:37:28.030018] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-04T20:37:28.030953] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-04T20:37:28.031005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:28.031037] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:28.031061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:28.031116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:28.088539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:28.089565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:28.089679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:28.089713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:28.211386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:28.211635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:28.211708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:28.211738] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:28.215465] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=24.38%)
[2025-12-04T20:37:28.215784] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-04T20:37:28.215918] [INFO ] [sig       ] HITI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:28.357669] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HITI.txt
[2025-12-04T20:37:28.357854] [INFO ] [sig       ] [1490/3547] Completed HITI in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:28.357897] [INFO ] [sig       ] [1491/3547] Forecasting HIVE...
[2025-12-04T20:37:28.357927] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-04T20:37:28.357957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-04T20:37:28.370845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-04T20:37:28.371278] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-04T20:37:28.372154] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-04T20:37:28.372206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:28.372240] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:28.372269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:28.372326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:28.429586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:28.430714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:28.430812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:28.430844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:28.554001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:28.554256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:28.554304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:28.554333] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:28.558172] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-04T20:37:28.558525] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-04T20:37:28.558693] [INFO ] [sig       ] HIVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:28.699255] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HIVE.txt
[2025-12-04T20:37:28.699440] [INFO ] [sig       ] [1491/3547] Completed HIVE in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:28.699491] [INFO ] [sig       ] [1492/3547] Forecasting HIX...
[2025-12-04T20:37:28.699524] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-04T20:37:28.699555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-04T20:37:28.712938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-04T20:37:28.713414] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-04T20:37:28.714259] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-04T20:37:28.714310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:28.714341] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:28.714368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:28.714425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:28.772026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:28.773114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:28.773255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:28.773300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:28.892823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:28.893047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:28.893092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:28.893119] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:28.897685] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-04T20:37:28.898082] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-04T20:37:28.898296] [INFO ] [sig       ] HIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:29.042114] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HIX.txt
[2025-12-04T20:37:29.042343] [INFO ] [sig       ] [1492/3547] Completed HIX in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:29.042388] [INFO ] [sig       ] [1493/3547] Forecasting HL...
[2025-12-04T20:37:29.042416] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-04T20:37:29.042447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-04T20:37:29.058836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-04T20:37:29.059378] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-04T20:37:29.060473] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-04T20:37:29.060536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:29.060598] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:29.060639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:29.060721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:29.123850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:29.124773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:29.124856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:29.124887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:29.248180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:29.248364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:29.248410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:29.248441] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:29.251844] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=73.80%)
[2025-12-04T20:37:29.252134] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-04T20:37:29.252262] [INFO ] [sig       ] HL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:29.400216] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HL.txt
[2025-12-04T20:37:29.400421] [INFO ] [sig       ] [1493/3547] Completed HL in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:29.400463] [INFO ] [sig       ] [1494/3547] Forecasting HLAL...
[2025-12-04T20:37:29.400496] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-04T20:37:29.400528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-04T20:37:29.413765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-04T20:37:29.414278] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-04T20:37:29.415131] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-04T20:37:29.415183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:29.415235] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:29.415263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:29.415319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:29.471509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:29.472663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:29.472774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:29.472804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:29.595717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:29.595942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:29.595984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:29.596009] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:29.599778] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-12-04T20:37:29.600062] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-04T20:37:29.600185] [INFO ] [sig       ] HLAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:29.738100] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HLAL.txt
[2025-12-04T20:37:29.738324] [INFO ] [sig       ] [1494/3547] Completed HLAL in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:29.738367] [INFO ] [sig       ] [1495/3547] Forecasting HLF...
[2025-12-04T20:37:29.738395] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-04T20:37:29.738431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-04T20:37:29.751780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-04T20:37:29.752253] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-04T20:37:29.753117] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-04T20:37:29.753166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:29.753197] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:29.753222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:29.753276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:29.809909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:29.811038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:29.811130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:29.811161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:29.936108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:29.936329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:29.936370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:29.936398] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:29.940131] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-04T20:37:29.940438] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-04T20:37:29.940598] [INFO ] [sig       ] HLF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:30.083069] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HLF.txt
[2025-12-04T20:37:30.083335] [INFO ] [sig       ] [1495/3547] Completed HLF in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:30.083380] [INFO ] [sig       ] [1496/3547] Forecasting HLI...
[2025-12-04T20:37:30.083409] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-04T20:37:30.083438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-04T20:37:30.097450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-04T20:37:30.098052] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-04T20:37:30.099012] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-04T20:37:30.099063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:30.099097] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:30.099122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:30.099178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:30.155903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:30.157024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:30.157118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:30.157150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:30.275189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:30.275421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:30.275467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:30.275495] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:30.279362] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-04T20:37:30.279683] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-04T20:37:30.279818] [INFO ] [sig       ] HLI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:30.421251] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HLI.txt
[2025-12-04T20:37:30.421457] [INFO ] [sig       ] [1496/3547] Completed HLI in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:30.421498] [INFO ] [sig       ] [1497/3547] Forecasting HLIO...
[2025-12-04T20:37:30.421526] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-04T20:37:30.421556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-04T20:37:30.434921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-04T20:37:30.435307] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-04T20:37:30.436216] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-04T20:37:30.436266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:30.436297] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:30.436334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:30.436392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:30.494037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:30.495140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:30.495247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:30.495279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:30.621126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:30.621353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:30.621399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:30.621428] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:30.625318] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-04T20:37:30.625637] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-04T20:37:30.625767] [INFO ] [sig       ] HLIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:30.766291] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HLIO.txt
[2025-12-04T20:37:30.766463] [INFO ] [sig       ] [1497/3547] Completed HLIO in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:30.766502] [INFO ] [sig       ] [1498/3547] Forecasting HLLY...
[2025-12-04T20:37:30.766541] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-04T20:37:30.766589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-04T20:37:30.781833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-04T20:37:30.782470] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-04T20:37:30.783511] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-04T20:37:30.783565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:30.783620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:30.783646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:30.783703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:30.840531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:30.841743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:30.841849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:30.841883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:30.963015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:30.963243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:30.963289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:30.963318] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:30.967092] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-12-04T20:37:30.967401] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-04T20:37:30.967531] [INFO ] [sig       ] HLLY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:31.106457] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HLLY.txt
[2025-12-04T20:37:31.106679] [INFO ] [sig       ] [1498/3547] Completed HLLY in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:31.106725] [INFO ] [sig       ] [1499/3547] Forecasting HLMN...
[2025-12-04T20:37:31.106757] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-04T20:37:31.106787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-04T20:37:31.119972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-04T20:37:31.120448] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-04T20:37:31.121434] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-04T20:37:31.121485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:31.121553] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:31.121601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:31.121661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:31.181464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:31.182660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:31.182754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:31.182786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:31.308102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:31.311157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:31.311215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:31.311243] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:31.315235] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-04T20:37:31.315591] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-04T20:37:31.315783] [INFO ] [sig       ] HLMN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:31.461114] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HLMN.txt
[2025-12-04T20:37:31.461327] [INFO ] [sig       ] [1499/3547] Completed HLMN in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:31.461374] [INFO ] [sig       ] [1500/3547] Forecasting HLN...
[2025-12-04T20:37:31.461403] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-04T20:37:31.461433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-04T20:37:31.481506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-04T20:37:31.482231] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-04T20:37:31.483465] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-04T20:37:31.483530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:31.483592] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:31.483634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:31.483711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:31.544846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:31.546046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:31.546144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:31.546176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:31.665607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:31.665832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:31.665875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:31.665903] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:31.669658] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2025-12-04T20:37:31.669948] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-04T20:37:31.670074] [INFO ] [sig       ] HLN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:31.815071] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HLN.txt
[2025-12-04T20:37:31.815282] [INFO ] [sig       ] [1500/3547] Completed HLN in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:31.815324] [INFO ] [sig       ] [1501/3547] Forecasting HLNE...
[2025-12-04T20:37:31.815353] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-04T20:37:31.815382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-04T20:37:31.828787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-04T20:37:31.829236] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-04T20:37:31.830198] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-04T20:37:31.830251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:31.830284] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:31.830310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:31.830368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:31.889223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:31.890525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:31.890644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:31.890679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:32.010174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:32.010411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:32.010456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:32.010513] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:32.014427] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-12-04T20:37:32.014799] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-04T20:37:32.014992] [INFO ] [sig       ] HLNE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:32.156494] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HLNE.txt
[2025-12-04T20:37:32.156689] [INFO ] [sig       ] [1501/3547] Completed HLNE in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 11.7m
[2025-12-04T20:37:32.156729] [INFO ] [sig       ] [1502/3547] Forecasting HLX...
[2025-12-04T20:37:32.156759] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-04T20:37:32.156789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-04T20:37:32.171066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-04T20:37:32.171612] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-04T20:37:32.172527] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-04T20:37:32.172595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:32.172631] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:32.172656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:32.172713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:32.230388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:32.231458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:32.231552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:32.231602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:32.350297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:32.350522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:32.350564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:32.350654] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:32.354427] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-04T20:37:32.354760] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-04T20:37:32.354901] [INFO ] [sig       ] HLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:32.493764] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HLX.txt
[2025-12-04T20:37:32.493977] [INFO ] [sig       ] [1502/3547] Completed HLX in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:32.494018] [INFO ] [sig       ] [1503/3547] Forecasting HMC...
[2025-12-04T20:37:32.494047] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-04T20:37:32.494078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-04T20:37:32.507901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-04T20:37:32.508391] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-04T20:37:32.509324] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-04T20:37:32.509376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:32.509408] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:32.509433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:32.509496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:32.567588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:32.568708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:32.568818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:32.568878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:32.695299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:32.695511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:32.695553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:32.695597] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:32.699224] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-12-04T20:37:32.699509] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-04T20:37:32.699654] [INFO ] [sig       ] HMC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:32.840131] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HMC.txt
[2025-12-04T20:37:32.840342] [INFO ] [sig       ] [1503/3547] Completed HMC in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:32.840388] [INFO ] [sig       ] [1504/3547] Forecasting HMN...
[2025-12-04T20:37:32.840419] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-04T20:37:32.840449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-04T20:37:32.854405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-04T20:37:32.854835] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-04T20:37:32.855740] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-04T20:37:32.855799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:32.855832] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:32.855862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:32.855920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:32.915069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:32.916102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:32.916191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:32.916222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:33.036777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:33.037009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:33.037055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:33.037084] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:33.041070] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-04T20:37:33.041445] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-04T20:37:33.041614] [INFO ] [sig       ] HMN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:33.181667] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HMN.txt
[2025-12-04T20:37:33.181866] [INFO ] [sig       ] [1504/3547] Completed HMN in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:33.181904] [INFO ] [sig       ] [1505/3547] Forecasting HNI...
[2025-12-04T20:37:33.181933] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-04T20:37:33.181962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-04T20:37:33.195746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-04T20:37:33.196315] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-04T20:37:33.197278] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-04T20:37:33.197329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:33.197361] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:33.197385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:33.197464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:33.252793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:33.253903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:33.254011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:33.254042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:33.377033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:33.377259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:33.377304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:33.377332] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:33.381174] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-12-04T20:37:33.381528] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-04T20:37:33.381689] [INFO ] [sig       ] HNI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:33.528653] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HNI.txt
[2025-12-04T20:37:33.528868] [INFO ] [sig       ] [1505/3547] Completed HNI in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:33.528912] [INFO ] [sig       ] [1506/3547] Forecasting HNRG...
[2025-12-04T20:37:33.528942] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-04T20:37:33.528972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-04T20:37:33.545943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-04T20:37:33.546523] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-04T20:37:33.547495] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-04T20:37:33.547550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:33.547609] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:33.547639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:33.547696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:33.607142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:33.608256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:33.608458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:33.608493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:33.730014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:33.730232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:33.730276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:33.730304] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:33.734116] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-04T20:37:33.734421] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-04T20:37:33.734555] [INFO ] [sig       ] HNRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:33.882028] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HNRG.txt
[2025-12-04T20:37:33.882246] [INFO ] [sig       ] [1506/3547] Completed HNRG in 0.4s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:33.882288] [INFO ] [sig       ] [1507/3547] Forecasting HOG...
[2025-12-04T20:37:33.882317] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-04T20:37:33.882348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-04T20:37:33.896674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-04T20:37:33.897228] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-04T20:37:33.898111] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-04T20:37:33.898182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:33.898215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:33.898240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:33.898324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:33.957280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:33.958362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:33.958460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:33.958492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:34.081391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:34.081693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:34.081763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:34.081810] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:34.085514] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-04T20:37:34.085832] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-04T20:37:34.085967] [INFO ] [sig       ] HOG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:34.241312] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HOG.txt
[2025-12-04T20:37:34.241521] [INFO ] [sig       ] [1507/3547] Completed HOG in 0.4s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:34.241563] [INFO ] [sig       ] [1508/3547] Forecasting HOLO...
[2025-12-04T20:37:34.241616] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-04T20:37:34.241647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-04T20:37:34.254358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-04T20:37:34.254711] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-04T20:37:34.255493] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-04T20:37:34.255543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:34.255593] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:34.255621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:34.255676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:34.313250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:34.314010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:34.314091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:34.314123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:34.435681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:34.435913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:34.435958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:34.435986] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:34.440077] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-04T20:37:34.440392] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-04T20:37:34.440548] [INFO ] [sig       ] HOLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:34.581294] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HOLO.txt
[2025-12-04T20:37:34.581493] [INFO ] [sig       ] [1508/3547] Completed HOLO in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:34.581533] [INFO ] [sig       ] [1509/3547] Forecasting HOLX...
[2025-12-04T20:37:34.581562] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-04T20:37:34.581612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-04T20:37:34.594501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-04T20:37:34.595035] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-04T20:37:34.595981] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-04T20:37:34.596033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:34.596064] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:34.596089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:34.596147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:34.652094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:34.653220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:34.653408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:34.653455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:34.778788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:34.779018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:34.779063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:34.779091] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:34.782891] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-04T20:37:34.783185] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-04T20:37:34.783320] [INFO ] [sig       ] HOLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:34.921469] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HOLX.txt
[2025-12-04T20:37:34.921695] [INFO ] [sig       ] [1509/3547] Completed HOLX in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:34.921737] [INFO ] [sig       ] [1510/3547] Forecasting HOMB...
[2025-12-04T20:37:34.921767] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-04T20:37:34.921797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-04T20:37:34.934874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-04T20:37:34.935377] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-04T20:37:34.936325] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-04T20:37:34.936377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:34.936409] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:34.936434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:34.936490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:34.992526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:34.993620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:34.993713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:34.993745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:35.116003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:35.116233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:35.116277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:35.116305] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:35.120112] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2025-12-04T20:37:35.120411] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-04T20:37:35.120546] [INFO ] [sig       ] HOMB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:35.261390] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HOMB.txt
[2025-12-04T20:37:35.261588] [INFO ] [sig       ] [1510/3547] Completed HOMB in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:35.261632] [INFO ] [sig       ] [1511/3547] Forecasting HON...
[2025-12-04T20:37:35.261698] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-04T20:37:35.261732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-04T20:37:35.275252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-04T20:37:35.275751] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-04T20:37:35.276687] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-04T20:37:35.276738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:35.276770] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:35.276797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:35.276852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:35.334066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:35.335229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:35.335352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:35.335386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:35.458243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:35.458496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:35.458542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:35.458586] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:35.462359] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-12-04T20:37:35.462711] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-04T20:37:35.462854] [INFO ] [sig       ] HON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:35.610795] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HON.txt
[2025-12-04T20:37:35.611014] [INFO ] [sig       ] [1511/3547] Completed HON in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:35.611055] [INFO ] [sig       ] [1512/3547] Forecasting HOOD...
[2025-12-04T20:37:35.611085] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-04T20:37:35.611115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-04T20:37:35.625874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-04T20:37:35.626408] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-04T20:37:35.627465] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-04T20:37:35.627527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:35.627603] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:35.627638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:35.627703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:35.698743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:35.699916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:35.700042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:35.700074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:35.823516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:35.823807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:35.823855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:35.823884] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:35.827546] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2025-12-04T20:37:35.827888] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-04T20:37:35.828029] [INFO ] [sig       ] HOOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:35.975747] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HOOD.txt
[2025-12-04T20:37:35.975961] [INFO ] [sig       ] [1512/3547] Completed HOOD in 0.4s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:35.976003] [INFO ] [sig       ] [1513/3547] Forecasting HOPE...
[2025-12-04T20:37:35.976032] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-04T20:37:35.976062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-04T20:37:35.990725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-04T20:37:35.991259] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-04T20:37:35.992161] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-04T20:37:35.992213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:35.992246] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:35.992271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:35.992327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:36.049799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:36.050934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:36.051032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:36.051065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:36.169745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:36.169979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:36.170025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:36.170055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:36.174161] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=60.65%)
[2025-12-04T20:37:36.174482] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-04T20:37:36.174635] [INFO ] [sig       ] HOPE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:36.317052] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HOPE.txt
[2025-12-04T20:37:36.317233] [INFO ] [sig       ] [1513/3547] Completed HOPE in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:36.317272] [INFO ] [sig       ] [1514/3547] Forecasting HOTH...
[2025-12-04T20:37:36.317300] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-04T20:37:36.317330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-04T20:37:36.330393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-04T20:37:36.330926] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-04T20:37:36.331853] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-04T20:37:36.331903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:36.331934] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:36.331961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:36.332018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:36.390312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:36.391370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:36.391463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:36.391497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:36.512190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:36.512449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:36.512495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:36.512522] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:36.516372] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-04T20:37:36.516694] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-04T20:37:36.516825] [INFO ] [sig       ] HOTH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:36.659764] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HOTH.txt
[2025-12-04T20:37:36.659979] [INFO ] [sig       ] [1514/3547] Completed HOTH in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:36.660018] [INFO ] [sig       ] [1515/3547] Forecasting HOUS...
[2025-12-04T20:37:36.660047] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-04T20:37:36.660076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-04T20:37:36.674647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-04T20:37:36.675128] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-04T20:37:36.676071] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-04T20:37:36.676124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:36.676157] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:36.676185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:36.676244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:36.735347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:36.736492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:36.736610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:36.736646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:36.860093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:36.860328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:36.860371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:36.860412] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:36.864221] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-04T20:37:36.864538] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-04T20:37:36.864726] [INFO ] [sig       ] HOUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:37.015277] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HOUS.txt
[2025-12-04T20:37:37.015472] [INFO ] [sig       ] [1515/3547] Completed HOUS in 0.4s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:37.015511] [INFO ] [sig       ] [1516/3547] Forecasting HP...
[2025-12-04T20:37:37.015541] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-04T20:37:37.015589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-04T20:37:37.029883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-04T20:37:37.030479] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-04T20:37:37.031429] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-04T20:37:37.031483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:37.031554] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:37.031599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:37.031659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:37.088992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:37.090249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:37.090356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:37.090386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:37.210421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:37.210670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:37.210714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:37.210740] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:37.214415] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-12-04T20:37:37.214726] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-04T20:37:37.214854] [INFO ] [sig       ] HP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:37.358365] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HP.txt
[2025-12-04T20:37:37.358621] [INFO ] [sig       ] [1516/3547] Completed HP in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:37.358669] [INFO ] [sig       ] [1517/3547] Forecasting HPE...
[2025-12-04T20:37:37.358699] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-04T20:37:37.358728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-04T20:37:37.373028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-04T20:37:37.373527] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-04T20:37:37.374429] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-04T20:37:37.374481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:37.374512] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:37.374537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:37.374610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:37.430522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:37.431644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:37.431752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:37.431784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:37.549750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:37.549977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:37.550021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:37.550050] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:37.554015] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-04T20:37:37.554358] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-04T20:37:37.554501] [INFO ] [sig       ] HPE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:37.697091] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HPE.txt
[2025-12-04T20:37:37.697267] [INFO ] [sig       ] [1517/3547] Completed HPE in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:37.697305] [INFO ] [sig       ] [1518/3547] Forecasting HPF...
[2025-12-04T20:37:37.697334] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-04T20:37:37.697367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-04T20:37:37.711624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-04T20:37:37.712081] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-04T20:37:37.712962] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-04T20:37:37.713013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:37.713062] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:37.713089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:37.713144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:37.769883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:37.770845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:37.770937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:37.770968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:37.888209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:37.888413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:37.888464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:37.888496] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:37.892164] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-12-04T20:37:37.892465] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-04T20:37:37.892626] [INFO ] [sig       ] HPF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:38.034805] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HPF.txt
[2025-12-04T20:37:38.034945] [INFO ] [sig       ] [1518/3547] Completed HPF in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 11.6m
[2025-12-04T20:37:38.034983] [INFO ] [sig       ] [1519/3547] Forecasting HPI...
[2025-12-04T20:37:38.035012] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-04T20:37:38.035043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-04T20:37:38.047276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-04T20:37:38.047615] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-04T20:37:38.048418] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-04T20:37:38.048469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:38.048500] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:38.048525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:38.048612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:38.106264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:38.106998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:38.107081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:38.107119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:38.232437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:38.232681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:38.232735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:38.232767] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:38.236731] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-04T20:37:38.237036] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-04T20:37:38.237175] [INFO ] [sig       ] HPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:38.383301] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HPI.txt
[2025-12-04T20:37:38.383490] [INFO ] [sig       ] [1519/3547] Completed HPI in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-04T20:37:38.383529] [INFO ] [sig       ] [1520/3547] Forecasting HPP...
[2025-12-04T20:37:38.383558] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-04T20:37:38.383607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-04T20:37:38.399308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-04T20:37:38.399825] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-04T20:37:38.400741] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-04T20:37:38.400792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:38.400822] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:38.400847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:38.400900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:38.457722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:38.458762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:38.458858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:38.458890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:38.580683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:38.580849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:38.580889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:38.580915] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:38.584389] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-04T20:37:38.584706] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-04T20:37:38.584836] [INFO ] [sig       ] HPP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:38.725823] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HPP.txt
[2025-12-04T20:37:38.725989] [INFO ] [sig       ] [1520/3547] Completed HPP in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:38.726025] [INFO ] [sig       ] [1521/3547] Forecasting HPQ...
[2025-12-04T20:37:38.726055] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-04T20:37:38.726085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-04T20:37:38.739975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-04T20:37:38.740615] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-04T20:37:38.741624] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-04T20:37:38.741675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:38.741707] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:38.741732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:38.741787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:38.798159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:38.799278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:38.799372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:38.799403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:38.921638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:38.921867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:38.921911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:38.921939] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:38.925604] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-04T20:37:38.925913] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-04T20:37:38.926049] [INFO ] [sig       ] HPQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:39.073202] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HPQ.txt
[2025-12-04T20:37:39.073392] [INFO ] [sig       ] [1521/3547] Completed HPQ in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:39.073441] [INFO ] [sig       ] [1522/3547] Forecasting HPS...
[2025-12-04T20:37:39.073470] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-04T20:37:39.073500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-04T20:37:39.088212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-04T20:37:39.088876] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-04T20:37:39.089777] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-04T20:37:39.089828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:39.089860] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:39.089886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:39.089944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:39.147806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:39.148869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:39.148965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:39.148999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:39.271653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:39.271881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:39.271928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:39.271956] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:39.275813] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-04T20:37:39.276154] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-04T20:37:39.276302] [INFO ] [sig       ] HPS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:39.415892] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HPS.txt
[2025-12-04T20:37:39.416101] [INFO ] [sig       ] [1522/3547] Completed HPS in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:39.416143] [INFO ] [sig       ] [1523/3547] Forecasting HQI...
[2025-12-04T20:37:39.416172] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-04T20:37:39.416201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-04T20:37:39.430072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-04T20:37:39.430685] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-04T20:37:39.431685] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-04T20:37:39.431738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:39.431770] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:39.431796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:39.431854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:39.491807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:39.492864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:39.492958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:39.492991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:39.599952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:39.600172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:39.600219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:39.600251] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:39.604155] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-04T20:37:39.604461] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-04T20:37:39.604642] [INFO ] [sig       ] HQI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:39.749229] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HQI.txt
[2025-12-04T20:37:39.749408] [INFO ] [sig       ] [1523/3547] Completed HQI in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:39.749456] [INFO ] [sig       ] [1524/3547] Forecasting HQL...
[2025-12-04T20:37:39.749489] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-04T20:37:39.749521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-04T20:37:39.763477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-04T20:37:39.764014] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-04T20:37:39.764917] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-04T20:37:39.764968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:39.764999] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:39.765024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:39.765081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:39.820623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:39.821549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:39.821662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:39.821694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:39.943096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:39.943334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:39.943378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:39.943406] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:39.947167] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-04T20:37:39.947465] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-04T20:37:39.947650] [INFO ] [sig       ] HQL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:40.092982] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HQL.txt
[2025-12-04T20:37:40.093222] [INFO ] [sig       ] [1524/3547] Completed HQL in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:40.093274] [INFO ] [sig       ] [1525/3547] Forecasting HQY...
[2025-12-04T20:37:40.093314] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-04T20:37:40.093351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-04T20:37:40.107175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-04T20:37:40.107759] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-04T20:37:40.108708] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-04T20:37:40.108759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:40.108789] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:40.108813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:40.108869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:40.166542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:40.167521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:40.167634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:40.167669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:40.286987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:40.287223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:40.287265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:40.287320] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:40.291099] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-04T20:37:40.291393] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-04T20:37:40.291525] [INFO ] [sig       ] HQY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:40.431652] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HQY.txt
[2025-12-04T20:37:40.431827] [INFO ] [sig       ] [1525/3547] Completed HQY in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:40.431866] [INFO ] [sig       ] [1526/3547] Forecasting HRB...
[2025-12-04T20:37:40.431893] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-04T20:37:40.431923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-04T20:37:40.445423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-04T20:37:40.445858] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-04T20:37:40.446722] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-04T20:37:40.446772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:40.446802] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:40.446827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:40.446881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:40.502550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:40.503236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:40.503317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:40.503387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:40.628852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:40.629090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:40.629134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:40.629163] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:40.633033] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=44.99%)
[2025-12-04T20:37:40.633464] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-04T20:37:40.633651] [INFO ] [sig       ] HRB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:40.775929] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HRB.txt
[2025-12-04T20:37:40.776136] [INFO ] [sig       ] [1526/3547] Completed HRB in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:40.776178] [INFO ] [sig       ] [1527/3547] Forecasting HRL...
[2025-12-04T20:37:40.776207] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-04T20:37:40.776240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-04T20:37:40.789900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-04T20:37:40.790484] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-04T20:37:40.791414] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-04T20:37:40.791466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:40.791497] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:40.791521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:40.791606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:40.852100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:40.853253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:40.853350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:40.853415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:40.971077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:40.971241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:40.971284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:40.971310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:40.974789] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2025-12-04T20:37:40.975070] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-04T20:37:40.975193] [INFO ] [sig       ] HRL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:41.110948] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HRL.txt
[2025-12-04T20:37:41.111089] [INFO ] [sig       ] [1527/3547] Completed HRL in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:41.111124] [INFO ] [sig       ] [1528/3547] Forecasting HRMY...
[2025-12-04T20:37:41.111151] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-04T20:37:41.111179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-04T20:37:41.122810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-04T20:37:41.123185] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-04T20:37:41.123979] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-04T20:37:41.124029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:41.124059] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:41.124084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:41.124138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:41.180011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:41.180841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:41.180920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:41.180951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:41.295764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:41.295931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:41.296030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:41.296062] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:41.299466] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-04T20:37:41.299772] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-04T20:37:41.299899] [INFO ] [sig       ] HRMY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:41.437781] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HRMY.txt
[2025-12-04T20:37:41.437905] [INFO ] [sig       ] [1528/3547] Completed HRMY in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:41.437941] [INFO ] [sig       ] [1529/3547] Forecasting HRTG...
[2025-12-04T20:37:41.437967] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-04T20:37:41.437995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-04T20:37:41.452255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-04T20:37:41.452919] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-04T20:37:41.454066] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-04T20:37:41.454122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:41.454155] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:41.454207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:41.454267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:41.513098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:41.514314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:41.514416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:41.514449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:41.643449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:41.643740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:41.643787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:41.643814] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:41.647760] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-04T20:37:41.648104] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-04T20:37:41.648240] [INFO ] [sig       ] HRTG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:41.789771] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HRTG.txt
[2025-12-04T20:37:41.790034] [INFO ] [sig       ] [1529/3547] Completed HRTG in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:41.790076] [INFO ] [sig       ] [1530/3547] Forecasting HRTX...
[2025-12-04T20:37:41.790103] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-04T20:37:41.790135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-04T20:37:41.803947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-04T20:37:41.804496] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-04T20:37:41.805440] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-04T20:37:41.805492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:41.805525] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:41.805552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:41.805636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:41.862686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:41.863845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:41.863948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:41.863980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:41.985798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:41.986031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:41.986076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:41.986105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:41.990055] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-04T20:37:41.990412] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-04T20:37:41.990562] [INFO ] [sig       ] HRTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:42.162952] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HRTX.txt
[2025-12-04T20:37:42.163194] [INFO ] [sig       ] [1530/3547] Completed HRTX in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:42.163251] [INFO ] [sig       ] [1531/3547] Forecasting HRZN...
[2025-12-04T20:37:42.163297] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-04T20:37:42.163350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-04T20:37:42.178810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-04T20:37:42.179414] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-04T20:37:42.180563] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-04T20:37:42.180650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:42.180696] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:42.180725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:42.180783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:42.249272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:42.250245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:42.250330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:42.250364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:42.368182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:42.368444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:42.368492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:42.368521] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:42.372496] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-04T20:37:42.372827] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-04T20:37:42.372972] [INFO ] [sig       ] HRZN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:42.520066] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HRZN.txt
[2025-12-04T20:37:42.520263] [INFO ] [sig       ] [1531/3547] Completed HRZN in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:42.520305] [INFO ] [sig       ] [1532/3547] Forecasting HSAI...
[2025-12-04T20:37:42.520332] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-04T20:37:42.520363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-04T20:37:42.535881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-04T20:37:42.536308] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-04T20:37:42.537137] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-04T20:37:42.537186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:42.537218] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:42.537243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:42.537295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:42.592650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:42.593277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:42.593357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:42.593387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:42.712444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:42.712610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:42.712651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:42.712679] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:42.716017] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-04T20:37:42.716279] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-04T20:37:42.716402] [INFO ] [sig       ] HSAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:42.856365] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HSAI.txt
[2025-12-04T20:37:42.856499] [INFO ] [sig       ] [1532/3547] Completed HSAI in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:42.856534] [INFO ] [sig       ] [1533/3547] Forecasting HSBC...
[2025-12-04T20:37:42.856561] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-04T20:37:42.856616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-04T20:37:42.869543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-04T20:37:42.869884] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-04T20:37:42.870682] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-04T20:37:42.870731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:42.870789] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:42.870815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:42.870869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:42.928501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:42.929623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:42.929709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:42.929742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:43.057669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:43.057853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:43.057908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:43.057942] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:43.061753] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-12-04T20:37:43.062069] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-04T20:37:43.062231] [INFO ] [sig       ] HSBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:43.206242] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HSBC.txt
[2025-12-04T20:37:43.206423] [INFO ] [sig       ] [1533/3547] Completed HSBC in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:43.206470] [INFO ] [sig       ] [1534/3547] Forecasting HSCS...
[2025-12-04T20:37:43.206500] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-04T20:37:43.206529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-04T20:37:43.218976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-04T20:37:43.219297] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-04T20:37:43.220128] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-04T20:37:43.220184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:43.220214] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:43.220239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:43.220292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:43.277690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:43.278454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:43.278534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:43.278566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:43.390749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:43.390914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:43.390954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:43.390981] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:43.394408] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-04T20:37:43.394690] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-04T20:37:43.394808] [INFO ] [sig       ] HSCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:43.537800] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HSCS.txt
[2025-12-04T20:37:43.538033] [INFO ] [sig       ] [1534/3547] Completed HSCS in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:43.538075] [INFO ] [sig       ] [1535/3547] Forecasting HSHP...
[2025-12-04T20:37:43.538103] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-04T20:37:43.538132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-04T20:37:43.555886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-04T20:37:43.556519] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-04T20:37:43.557819] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-04T20:37:43.557886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:43.557938] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:43.557983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:43.558071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:43.628790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:43.629972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:43.630080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:43.630118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:43.758143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:43.758387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:43.758433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:43.758461] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:43.762237] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-04T20:37:43.762539] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-04T20:37:43.762690] [INFO ] [sig       ] HSHP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:43.911154] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HSHP.txt
[2025-12-04T20:37:43.911348] [INFO ] [sig       ] [1535/3547] Completed HSHP in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 11.5m
[2025-12-04T20:37:43.911387] [INFO ] [sig       ] [1536/3547] Forecasting HSIC...
[2025-12-04T20:37:43.911424] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-04T20:37:43.911465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-04T20:37:43.924688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-04T20:37:43.925109] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-04T20:37:43.925951] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-04T20:37:43.926001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:43.926033] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:43.926059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:43.926115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:43.981643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:43.982706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:43.982798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:43.982828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:44.102411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:44.102656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:44.102700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:44.102774] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:44.106883] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-04T20:37:44.107233] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-04T20:37:44.107375] [INFO ] [sig       ] HSIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:44.251695] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HSIC.txt
[2025-12-04T20:37:44.251891] [INFO ] [sig       ] [1536/3547] Completed HSIC in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-04T20:37:44.251933] [INFO ] [sig       ] [1537/3547] Forecasting HSII...
[2025-12-04T20:37:44.251964] [INFO ] [sig       ] Generating forecast for: HSII
[2025-12-04T20:37:44.251995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-12-04T20:37:44.265833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-12-04T20:37:44.266399] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-12-04T20:37:44.267305] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-12-04T20:37:44.267357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:44.267388] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:44.267413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:44.267482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:44.332470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:44.333702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:44.333823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:44.333860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:44.458509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:44.458795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:44.458841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:44.458869] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:44.462837] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-04T20:37:44.463209] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-12-04T20:37:44.463367] [INFO ] [sig       ] HSII: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:44.612199] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HSII.txt
[2025-12-04T20:37:44.612429] [INFO ] [sig       ] [1537/3547] Completed HSII in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-04T20:37:44.612472] [INFO ] [sig       ] [1538/3547] Forecasting HSTM...
[2025-12-04T20:37:44.612502] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-04T20:37:44.612531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-04T20:37:44.626065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-04T20:37:44.626524] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-04T20:37:44.627390] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-04T20:37:44.627440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:44.627469] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:44.627494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:44.627551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:44.684451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:44.685532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:44.685673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:44.685709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:44.804401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:44.804641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:44.804687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:44.804716] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:44.808467] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-04T20:37:44.808800] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-04T20:37:44.808926] [INFO ] [sig       ] HSTM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:44.948179] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HSTM.txt
[2025-12-04T20:37:44.948358] [INFO ] [sig       ] [1538/3547] Completed HSTM in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:44.948397] [INFO ] [sig       ] [1539/3547] Forecasting HSY...
[2025-12-04T20:37:44.948427] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-04T20:37:44.948457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-04T20:37:44.961477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-04T20:37:44.961909] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-04T20:37:44.962777] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-04T20:37:44.962826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:44.962858] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:44.962883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:44.962938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:45.018260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:45.019140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:45.019230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:45.019260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:45.137940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:45.138178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:45.138225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:45.138255] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:45.142099] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-04T20:37:45.142388] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-04T20:37:45.142518] [INFO ] [sig       ] HSY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:45.285744] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HSY.txt
[2025-12-04T20:37:45.285974] [INFO ] [sig       ] [1539/3547] Completed HSY in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:45.286020] [INFO ] [sig       ] [1540/3547] Forecasting HTBK...
[2025-12-04T20:37:45.286049] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-04T20:37:45.286087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-04T20:37:45.299430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-04T20:37:45.299897] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-04T20:37:45.300789] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-04T20:37:45.300840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:45.300872] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:45.300898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:45.300978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:45.358387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:45.359324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:45.359414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:45.359445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:45.479828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:45.480045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:45.480087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:45.480114] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:45.483754] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=52.87%)
[2025-12-04T20:37:45.484039] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-04T20:37:45.484165] [INFO ] [sig       ] HTBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:45.621245] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HTBK.txt
[2025-12-04T20:37:45.621441] [INFO ] [sig       ] [1540/3547] Completed HTBK in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:45.621481] [INFO ] [sig       ] [1541/3547] Forecasting HTGC...
[2025-12-04T20:37:45.621510] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-04T20:37:45.621541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-04T20:37:45.635067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-04T20:37:45.635563] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-04T20:37:45.636460] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-04T20:37:45.636512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:45.636544] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:45.636596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:45.636659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:45.693757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:45.694844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:45.694934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:45.694965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:45.815039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:45.815265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:45.815311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:45.815341] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:45.819142] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-04T20:37:45.819465] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-04T20:37:45.819624] [INFO ] [sig       ] HTGC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:45.962368] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HTGC.txt
[2025-12-04T20:37:45.962564] [INFO ] [sig       ] [1541/3547] Completed HTGC in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:45.962622] [INFO ] [sig       ] [1542/3547] Forecasting HTH...
[2025-12-04T20:37:45.962652] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-04T20:37:45.962685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-04T20:37:45.975727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-04T20:37:45.976145] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-04T20:37:45.977070] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-04T20:37:45.977146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:45.977180] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:45.977207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:45.977266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:46.035788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:46.036946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:46.037079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:46.037117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:46.155901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:46.156130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:46.156177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:46.156207] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:46.160127] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-12-04T20:37:46.160418] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-04T20:37:46.160547] [INFO ] [sig       ] HTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:46.307376] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HTH.txt
[2025-12-04T20:37:46.307541] [INFO ] [sig       ] [1542/3547] Completed HTH in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:46.307597] [INFO ] [sig       ] [1543/3547] Forecasting HTLD...
[2025-12-04T20:37:46.307627] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-04T20:37:46.307658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-04T20:37:46.320590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-04T20:37:46.321149] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-04T20:37:46.322092] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-04T20:37:46.322142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:46.322174] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:46.322198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:46.322253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:46.379236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:46.380241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:46.380389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:46.380423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:46.500034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:46.500256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:46.500300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:46.500329] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:46.504027] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-04T20:37:46.504319] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-04T20:37:46.504451] [INFO ] [sig       ] HTLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:46.654146] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HTLD.txt
[2025-12-04T20:37:46.654356] [INFO ] [sig       ] [1543/3547] Completed HTLD in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:46.654399] [INFO ] [sig       ] [1544/3547] Forecasting HTOO...
[2025-12-04T20:37:46.654432] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-04T20:37:46.654464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-04T20:37:46.667922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-04T20:37:46.668612] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-04T20:37:46.669624] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-04T20:37:46.669679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:46.669711] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:46.669736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:46.669792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:46.727894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:46.729053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:46.729187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:46.729221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:46.846022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:46.846245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:46.846291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:46.846321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:46.850126] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2025-12-04T20:37:46.850436] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-04T20:37:46.850588] [INFO ] [sig       ] HTOO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:46.994095] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HTOO.txt
[2025-12-04T20:37:46.994306] [INFO ] [sig       ] [1544/3547] Completed HTOO in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:46.994347] [INFO ] [sig       ] [1545/3547] Forecasting HTZ...
[2025-12-04T20:37:46.994375] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-04T20:37:46.994404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-04T20:37:47.007891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-04T20:37:47.008472] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-04T20:37:47.009487] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-04T20:37:47.009543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:47.009599] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:47.009630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:47.009687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:47.066448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:47.067524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:47.067640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:47.067674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:47.190898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:47.191118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:47.191163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:47.191192] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:47.194997] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-04T20:37:47.195301] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-04T20:37:47.195452] [INFO ] [sig       ] HTZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:47.338845] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HTZ.txt
[2025-12-04T20:37:47.339031] [INFO ] [sig       ] [1545/3547] Completed HTZ in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:47.339072] [INFO ] [sig       ] [1546/3547] Forecasting HUBB...
[2025-12-04T20:37:47.339100] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-04T20:37:47.339130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-04T20:37:47.351770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-04T20:37:47.352192] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-04T20:37:47.353066] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-04T20:37:47.353115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:47.353147] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:47.353172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:47.353227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:47.409760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:47.410881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:47.410984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:47.411016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:47.531722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:47.531946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:47.531990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:47.532017] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:47.535817] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-12-04T20:37:47.536136] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-04T20:37:47.536284] [INFO ] [sig       ] HUBB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:47.680809] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HUBB.txt
[2025-12-04T20:37:47.681093] [INFO ] [sig       ] [1546/3547] Completed HUBB in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:47.681134] [INFO ] [sig       ] [1547/3547] Forecasting HUBG...
[2025-12-04T20:37:47.681164] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-04T20:37:47.681195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-04T20:37:47.694059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-04T20:37:47.694516] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-04T20:37:47.695367] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-04T20:37:47.695418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:47.695449] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:47.695475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:47.695532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:47.754296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:47.755399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:47.755500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:47.755532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:47.876097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:47.876321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:47.876364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:47.876390] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:47.880269] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=47.33%)
[2025-12-04T20:37:47.880622] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-04T20:37:47.880757] [INFO ] [sig       ] HUBG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:48.024049] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HUBG.txt
[2025-12-04T20:37:48.024359] [INFO ] [sig       ] [1547/3547] Completed HUBG in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:48.024415] [INFO ] [sig       ] [1548/3547] Forecasting HUBS...
[2025-12-04T20:37:48.024449] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-04T20:37:48.024491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-04T20:37:48.100560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-04T20:37:48.101043] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-04T20:37:48.101919] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-04T20:37:48.101969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:48.102000] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:48.102028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:48.102084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:48.158087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:48.159148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:48.159243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:48.159275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:48.282509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:48.282759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:48.282802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:48.282830] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:48.286552] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-04T20:37:48.286897] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-04T20:37:48.287038] [INFO ] [sig       ] HUBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:48.427176] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HUBS.txt
[2025-12-04T20:37:48.427362] [INFO ] [sig       ] [1548/3547] Completed HUBS in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:48.427399] [INFO ] [sig       ] [1549/3547] Forecasting HUM...
[2025-12-04T20:37:48.427427] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-04T20:37:48.427456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-04T20:37:48.440990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-04T20:37:48.441367] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-04T20:37:48.442173] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-04T20:37:48.442223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:48.442254] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:48.442279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:48.442333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:48.500483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:48.501434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:48.501517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:48.501548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:48.622548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:48.622744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:48.622785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:48.622812] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:48.626086] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-04T20:37:48.626344] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-04T20:37:48.626458] [INFO ] [sig       ] HUM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:48.773865] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HUM.txt
[2025-12-04T20:37:48.774029] [INFO ] [sig       ] [1549/3547] Completed HUM in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:48.774066] [INFO ] [sig       ] [1550/3547] Forecasting HUMA...
[2025-12-04T20:37:48.774095] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-04T20:37:48.774123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-04T20:37:48.787901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-04T20:37:48.788437] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-04T20:37:48.789443] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-04T20:37:48.789498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:48.789584] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:48.789630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:48.789690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:48.849113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:48.850295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:48.850396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:48.850430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:48.986363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:48.986601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:48.986647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:48.986675] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:48.990706] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-04T20:37:48.991026] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-04T20:37:48.991163] [INFO ] [sig       ] HUMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:49.136068] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HUMA.txt
[2025-12-04T20:37:49.136258] [INFO ] [sig       ] [1550/3547] Completed HUMA in 0.4s | 2.92 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:49.136297] [INFO ] [sig       ] [1551/3547] Forecasting HUN...
[2025-12-04T20:37:49.136328] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-04T20:37:49.136358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-04T20:37:49.149968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-04T20:37:49.150449] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-04T20:37:49.151349] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-04T20:37:49.151400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:49.151433] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:49.151460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:49.151516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:49.211121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:49.212301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:49.212397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:49.212429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:49.340126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:49.340358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:49.340419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:49.340471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:49.344661] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-12-04T20:37:49.345219] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-04T20:37:49.345382] [INFO ] [sig       ] HUN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:49.542568] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HUN.txt
[2025-12-04T20:37:49.542814] [INFO ] [sig       ] [1551/3547] Completed HUN in 0.4s | 2.92 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:49.542856] [INFO ] [sig       ] [1552/3547] Forecasting HURC...
[2025-12-04T20:37:49.542887] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-04T20:37:49.542916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-04T20:37:49.558994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-04T20:37:49.559490] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-04T20:37:49.560652] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-04T20:37:49.560721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:49.560771] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:49.560815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:49.560904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:49.645179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:49.646261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:49.646362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:49.646403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:49.806073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:49.806262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:49.806323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:49.806370] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:49.811963] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-04T20:37:49.812501] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-04T20:37:49.812731] [INFO ] [sig       ] HURC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:50.037679] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HURC.txt
[2025-12-04T20:37:50.037845] [INFO ] [sig       ] [1552/3547] Completed HURC in 0.5s | 2.92 sym/s | Total: 8.8m | ETA: 11.4m
[2025-12-04T20:37:50.037884] [INFO ] [sig       ] [1553/3547] Forecasting HURN...
[2025-12-04T20:37:50.037914] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-04T20:37:50.037947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-04T20:37:50.051463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-04T20:37:50.051930] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-04T20:37:50.052917] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-04T20:37:50.052972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:50.053020] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:50.053047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:50.053103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:50.132526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:50.133779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:50.133927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:50.133979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:50.263547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:50.263723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:50.263763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:50.263849] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:50.268419] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-04T20:37:50.268804] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-04T20:37:50.268988] [INFO ] [sig       ] HURN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:50.431454] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HURN.txt
[2025-12-04T20:37:50.431641] [INFO ] [sig       ] [1553/3547] Completed HURN in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-04T20:37:50.431681] [INFO ] [sig       ] [1554/3547] Forecasting HUYA...
[2025-12-04T20:37:50.431708] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-04T20:37:50.431737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-04T20:37:50.443653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-04T20:37:50.444020] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-04T20:37:50.444833] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-04T20:37:50.444885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:50.444916] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:50.444942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:50.444996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:50.503900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:50.504999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:50.505086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:50.505118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:50.635258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:50.635411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:50.635452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:50.635480] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:50.638994] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=72.06%)
[2025-12-04T20:37:50.639261] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-04T20:37:50.639382] [INFO ] [sig       ] HUYA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:50.778853] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HUYA.txt
[2025-12-04T20:37:50.778985] [INFO ] [sig       ] [1554/3547] Completed HUYA in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-04T20:37:50.779022] [INFO ] [sig       ] [1555/3547] Forecasting HWC...
[2025-12-04T20:37:50.779050] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-04T20:37:50.779078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-04T20:37:50.790347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-04T20:37:50.790651] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-04T20:37:50.791387] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-04T20:37:50.791437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:50.791467] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:50.791493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:50.791547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:50.849165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:50.850385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:50.850554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:50.850619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:50.975321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:50.975543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:50.975607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:50.975639] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:50.979456] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=31.34%)
[2025-12-04T20:37:50.979778] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-04T20:37:50.979921] [INFO ] [sig       ] HWC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:51.120403] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HWC.txt
[2025-12-04T20:37:51.120620] [INFO ] [sig       ] [1555/3547] Completed HWC in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-04T20:37:51.120664] [INFO ] [sig       ] [1556/3547] Forecasting HWH...
[2025-12-04T20:37:51.120695] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-04T20:37:51.120728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-04T20:37:51.133314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-04T20:37:51.133757] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-04T20:37:51.134648] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-04T20:37:51.134701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:51.134733] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:51.134760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:51.134819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:51.193501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:51.194519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:51.194632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:51.194673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:51.315611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:51.315833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:51.315877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:51.315906] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:51.319705] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=74.58%)
[2025-12-04T20:37:51.320022] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-04T20:37:51.320151] [INFO ] [sig       ] HWH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:51.466351] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HWH.txt
[2025-12-04T20:37:51.466539] [INFO ] [sig       ] [1556/3547] Completed HWH in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-04T20:37:51.466604] [INFO ] [sig       ] [1557/3547] Forecasting HWKN...
[2025-12-04T20:37:51.466635] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-04T20:37:51.466665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-04T20:37:51.483219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-04T20:37:51.483835] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-04T20:37:51.484939] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-04T20:37:51.485002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:51.485044] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:51.485081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:51.485159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:51.558353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:51.559300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:51.559388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:51.559419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:51.683095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:51.683255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:51.683297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:51.683326] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:51.686773] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-04T20:37:51.687037] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-04T20:37:51.687153] [INFO ] [sig       ] HWKN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:51.838147] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HWKN.txt
[2025-12-04T20:37:51.838323] [INFO ] [sig       ] [1557/3547] Completed HWKN in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:51.838367] [INFO ] [sig       ] [1558/3547] Forecasting HXL...
[2025-12-04T20:37:51.838395] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-04T20:37:51.838425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-04T20:37:51.851718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-04T20:37:51.852319] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-04T20:37:51.853277] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-04T20:37:51.853329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:51.853362] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:51.853387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:51.853443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:51.910632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:51.911704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:51.911795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:51.911827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:52.038073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:52.038322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:52.038367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:52.038395] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:52.042087] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-04T20:37:52.042373] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-04T20:37:52.042522] [INFO ] [sig       ] HXL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:52.180913] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HXL.txt
[2025-12-04T20:37:52.181103] [INFO ] [sig       ] [1558/3547] Completed HXL in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:52.181144] [INFO ] [sig       ] [1559/3547] Forecasting HY...
[2025-12-04T20:37:52.181173] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-04T20:37:52.181203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-04T20:37:52.194164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-04T20:37:52.194631] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-04T20:37:52.195454] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-04T20:37:52.195504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:52.195535] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:52.195560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:52.195634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:52.251847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:52.252788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:52.252876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:52.252908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:52.371855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:52.372012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:52.372050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:52.372076] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:52.375376] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-04T20:37:52.375653] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-04T20:37:52.375770] [INFO ] [sig       ] HY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:52.512461] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HY.txt
[2025-12-04T20:37:52.512610] [INFO ] [sig       ] [1559/3547] Completed HY in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:52.512651] [INFO ] [sig       ] [1560/3547] Forecasting HYFM...
[2025-12-04T20:37:52.512683] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-04T20:37:52.512711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-04T20:37:52.522934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-04T20:37:52.523210] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-04T20:37:52.524016] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-04T20:37:52.524065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:52.524094] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:52.524120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:52.524174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:52.584142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:52.584945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:52.585064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:52.585099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:52.700644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:52.700808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:52.700852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:52.700899] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:52.704326] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-04T20:37:52.704618] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-04T20:37:52.704761] [INFO ] [sig       ] HYFM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:52.842075] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HYFM.txt
[2025-12-04T20:37:52.842209] [INFO ] [sig       ] [1560/3547] Completed HYFM in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:52.842246] [INFO ] [sig       ] [1561/3547] Forecasting HYI...
[2025-12-04T20:37:52.842274] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-04T20:37:52.842303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-04T20:37:52.854450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-04T20:37:52.854799] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-04T20:37:52.855546] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-04T20:37:52.855614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:52.855646] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:52.855672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:52.855727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:52.911426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:52.912138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:52.912214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:52.912244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:53.030356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:53.030597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:53.030656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:53.030694] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:53.034450] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=49.52%)
[2025-12-04T20:37:53.034774] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-04T20:37:53.034907] [INFO ] [sig       ] HYI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:53.179444] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HYI.txt
[2025-12-04T20:37:53.179807] [INFO ] [sig       ] [1561/3547] Completed HYI in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:53.179849] [INFO ] [sig       ] [1562/3547] Forecasting HYLS...
[2025-12-04T20:37:53.179877] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-04T20:37:53.179906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-04T20:37:53.192290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-04T20:37:53.192734] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-04T20:37:53.193559] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-04T20:37:53.193632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:53.193665] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:53.193691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:53.193746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:53.249311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:53.250061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:53.250142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:53.250190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:53.367728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:53.367892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:53.367928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:53.367955] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:53.371285] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2025-12-04T20:37:53.371563] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-04T20:37:53.371702] [INFO ] [sig       ] HYLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:53.507585] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HYLS.txt
[2025-12-04T20:37:53.507741] [INFO ] [sig       ] [1562/3547] Completed HYLS in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:53.507778] [INFO ] [sig       ] [1563/3547] Forecasting HYMC...
[2025-12-04T20:37:53.507806] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-04T20:37:53.507836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-04T20:37:53.518688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-04T20:37:53.518984] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-04T20:37:53.519796] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-04T20:37:53.519847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:53.519880] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:53.519908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:53.519964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:53.575792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:53.576374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:53.576449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:53.576482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:53.695187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:53.695374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:53.695413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:53.695442] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:53.698855] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=85.19%)
[2025-12-04T20:37:53.699113] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-04T20:37:53.699229] [INFO ] [sig       ] HYMC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:53.835773] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/HYMC.txt
[2025-12-04T20:37:53.835930] [INFO ] [sig       ] [1563/3547] Completed HYMC in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:53.835977] [INFO ] [sig       ] [1564/3547] Forecasting HYXF...
[2025-12-04T20:37:53.836015] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-04T20:37:53.836052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-04T20:37:53.846765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-04T20:37:53.847035] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-04T20:37:53.847785] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-04T20:37:53.847834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:53.847864] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:53.847899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:53.847955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:53.903519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:53.904384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:53.904461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:53.904493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:54.010045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:54.010188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:54.010226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:54.010252] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:54.013492] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-12-04T20:37:54.013774] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-04T20:37:54.013890] [INFO ] [sig       ] HYXF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:54.150964] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HYXF.txt
[2025-12-04T20:37:54.151088] [INFO ] [sig       ] [1564/3547] Completed HYXF in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:54.151124] [INFO ] [sig       ] [1565/3547] Forecasting HYZD...
[2025-12-04T20:37:54.151152] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-04T20:37:54.151181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-04T20:37:54.161424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-04T20:37:54.161732] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-04T20:37:54.162515] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-04T20:37:54.162567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:54.162629] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:54.162659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:54.162715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:54.220387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:54.221242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:54.221322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:54.221354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:54.339371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:54.339532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:54.339586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:54.339615] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:54.342986] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-12-04T20:37:54.343246] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-04T20:37:54.343359] [INFO ] [sig       ] HYZD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:54.479943] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HYZD.txt
[2025-12-04T20:37:54.480061] [INFO ] [sig       ] [1565/3547] Completed HYZD in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:54.480097] [INFO ] [sig       ] [1566/3547] Forecasting HZO...
[2025-12-04T20:37:54.480124] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-04T20:37:54.480153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-04T20:37:54.491064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-04T20:37:54.491366] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-04T20:37:54.492203] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-04T20:37:54.492255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:54.492287] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:54.492315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:54.492369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:54.550199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:54.551031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:54.551108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:54.551138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:54.670297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:54.670450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:54.670488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:54.670517] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:54.673927] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2025-12-04T20:37:54.674196] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-04T20:37:54.674314] [INFO ] [sig       ] HZO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:54.811609] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/HZO.txt
[2025-12-04T20:37:54.811807] [INFO ] [sig       ] [1566/3547] Completed HZO in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:54.811849] [INFO ] [sig       ] [1567/3547] Forecasting IAC...
[2025-12-04T20:37:54.811878] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-04T20:37:54.811909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-04T20:37:54.825096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-04T20:37:54.825597] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-04T20:37:54.826447] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-04T20:37:54.826510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:54.826602] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:54.826633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:54.826693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:54.884019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:54.885084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:54.885173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:54.885205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:55.011378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:55.011640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:55.011695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:55.011724] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:55.015550] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-04T20:37:55.015882] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-04T20:37:55.016011] [INFO ] [sig       ] IAC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:55.168175] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IAC.txt
[2025-12-04T20:37:55.168396] [INFO ] [sig       ] [1567/3547] Completed IAC in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:55.168441] [INFO ] [sig       ] [1568/3547] Forecasting IAE...
[2025-12-04T20:37:55.168476] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-04T20:37:55.168523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-04T20:37:55.181044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-04T20:37:55.181446] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-04T20:37:55.182289] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-04T20:37:55.182338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:55.182369] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:55.182395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:55.182450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:55.238287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:55.239187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:55.239275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:55.239307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:55.351707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:55.351939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:55.351983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:55.352011] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:55.355776] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=64.05%)
[2025-12-04T20:37:55.356080] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-04T20:37:55.356208] [INFO ] [sig       ] IAE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:55.497378] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IAE.txt
[2025-12-04T20:37:55.497592] [INFO ] [sig       ] [1568/3547] Completed IAE in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:55.497633] [INFO ] [sig       ] [1569/3547] Forecasting IAG...
[2025-12-04T20:37:55.497661] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-04T20:37:55.497691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-04T20:37:55.510602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-04T20:37:55.511127] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-04T20:37:55.512001] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-04T20:37:55.512052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:55.512085] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:55.512112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:55.512169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:55.569174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:55.570268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:55.570359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:55.570390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:55.696695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:55.696871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:55.696912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:55.696940] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:55.700446] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=22.01%)
[2025-12-04T20:37:55.700736] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-04T20:37:55.700856] [INFO ] [sig       ] IAG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:55.837544] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IAG.txt
[2025-12-04T20:37:55.837702] [INFO ] [sig       ] [1569/3547] Completed IAG in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:55.837741] [INFO ] [sig       ] [1570/3547] Forecasting IAS...
[2025-12-04T20:37:55.837768] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-04T20:37:55.837798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-04T20:37:55.849768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-04T20:37:55.850073] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-04T20:37:55.850843] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-04T20:37:55.850892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:55.850922] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:55.850947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:55.851000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:55.906160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:55.906782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:55.906857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:55.906887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:56.023135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:56.023291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:56.023331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:56.023358] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:56.026743] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-04T20:37:56.027013] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-04T20:37:56.027133] [INFO ] [sig       ] IAS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:56.207182] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IAS.txt
[2025-12-04T20:37:56.207318] [INFO ] [sig       ] [1570/3547] Completed IAS in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.3m
[2025-12-04T20:37:56.207354] [INFO ] [sig       ] [1571/3547] Forecasting IBB...
[2025-12-04T20:37:56.207382] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-04T20:37:56.207410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-04T20:37:56.218841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-04T20:37:56.219162] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-04T20:37:56.219934] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-04T20:37:56.219983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:56.220014] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:56.220038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:56.220091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:56.276028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:56.276842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:56.276918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:56.276950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:56.402422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:56.402587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:56.402626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:56.402653] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:56.406009] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-12-04T20:37:56.406278] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-04T20:37:56.406409] [INFO ] [sig       ] IBB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:56.544384] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBB.txt
[2025-12-04T20:37:56.544516] [INFO ] [sig       ] [1571/3547] Completed IBB in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-04T20:37:56.544553] [INFO ] [sig       ] [1572/3547] Forecasting IBBQ...
[2025-12-04T20:37:56.544606] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-04T20:37:56.544642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-04T20:37:56.554860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-04T20:37:56.555137] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-04T20:37:56.555944] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-04T20:37:56.555995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:56.556027] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:56.556054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:56.556111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:56.613266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:56.614084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:56.614162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:56.614195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:56.719391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:56.719536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:56.719626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:56.719666] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:56.722932] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2025-12-04T20:37:56.723188] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-04T20:37:56.723304] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:56.861023] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBBQ.txt
[2025-12-04T20:37:56.861175] [INFO ] [sig       ] [1572/3547] Completed IBBQ in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-04T20:37:56.861211] [INFO ] [sig       ] [1573/3547] Forecasting IBCP...
[2025-12-04T20:37:56.861239] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-04T20:37:56.861268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-04T20:37:56.872499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-04T20:37:56.872837] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-04T20:37:56.873600] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-04T20:37:56.873650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:56.873679] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:56.873705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:56.873758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:56.929353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:56.930011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:56.930086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:56.930117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:57.046909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:57.047078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:57.047119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:57.047145] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:57.050489] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2025-12-04T20:37:57.050789] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-04T20:37:57.050911] [INFO ] [sig       ] IBCP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:57.187935] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBCP.txt
[2025-12-04T20:37:57.188058] [INFO ] [sig       ] [1573/3547] Completed IBCP in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-04T20:37:57.188094] [INFO ] [sig       ] [1574/3547] Forecasting IBEX...
[2025-12-04T20:37:57.188121] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-04T20:37:57.188150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-04T20:37:57.199212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-04T20:37:57.199507] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-04T20:37:57.200320] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-04T20:37:57.200372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:57.200405] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:57.200433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:57.200489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:57.256978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:57.257823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:57.257909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:57.257942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:57.381093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:57.381258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:57.381297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:57.381323] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:57.384598] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2025-12-04T20:37:57.384858] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-04T20:37:57.384975] [INFO ] [sig       ] IBEX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:57.522314] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBEX.txt
[2025-12-04T20:37:57.522463] [INFO ] [sig       ] [1574/3547] Completed IBEX in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:57.522502] [INFO ] [sig       ] [1575/3547] Forecasting IBM...
[2025-12-04T20:37:57.522529] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-04T20:37:57.522558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-04T20:37:57.534300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-04T20:37:57.534565] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-04T20:37:57.535321] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-04T20:37:57.535371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:57.535401] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:57.535426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:57.535480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:57.591425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:57.592047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:57.592120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:57.592150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:57.710923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:57.711072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:57.711109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:57.711135] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:57.714378] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-04T20:37:57.714654] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-04T20:37:57.714769] [INFO ] [sig       ] IBM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:57.853094] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBM.txt
[2025-12-04T20:37:57.853217] [INFO ] [sig       ] [1575/3547] Completed IBM in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:57.853254] [INFO ] [sig       ] [1576/3547] Forecasting IBN...
[2025-12-04T20:37:57.853281] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-04T20:37:57.853310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-04T20:37:57.864428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-04T20:37:57.864767] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-04T20:37:57.865522] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-04T20:37:57.865588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:57.865620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:57.865646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:57.865700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:57.921057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:57.921862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:57.921940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:57.921970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:58.040019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:58.040173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:58.040211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:58.040238] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:58.043481] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-04T20:37:58.043756] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-04T20:37:58.043872] [INFO ] [sig       ] IBN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:58.181247] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBN.txt
[2025-12-04T20:37:58.181396] [INFO ] [sig       ] [1576/3547] Completed IBN in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:58.181436] [INFO ] [sig       ] [1577/3547] Forecasting IBOC...
[2025-12-04T20:37:58.181465] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-04T20:37:58.181497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-04T20:37:58.192366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-04T20:37:58.192683] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-04T20:37:58.193436] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-04T20:37:58.193498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:58.193531] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:58.193559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:58.193646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:58.250262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:58.251141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:58.251246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:58.251278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:58.366276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:58.366425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:58.366464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:58.366491] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:58.369783] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-12-04T20:37:58.370048] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-04T20:37:58.370166] [INFO ] [sig       ] IBOC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:58.511053] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBOC.txt
[2025-12-04T20:37:58.511202] [INFO ] [sig       ] [1577/3547] Completed IBOC in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:58.511242] [INFO ] [sig       ] [1578/3547] Forecasting IBP...
[2025-12-04T20:37:58.511273] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-04T20:37:58.511305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-04T20:37:58.522462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-04T20:37:58.522799] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-04T20:37:58.523641] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-04T20:37:58.523692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:58.523730] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:58.523755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:58.523811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:58.581261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:58.581872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:58.581947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:58.581979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:58.700048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:58.700196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:58.700235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:58.700262] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:58.703526] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-04T20:37:58.703841] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-04T20:37:58.703976] [INFO ] [sig       ] IBP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:58.841615] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBP.txt
[2025-12-04T20:37:58.841747] [INFO ] [sig       ] [1578/3547] Completed IBP in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:58.841783] [INFO ] [sig       ] [1579/3547] Forecasting IBRX...
[2025-12-04T20:37:58.841810] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-04T20:37:58.841839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-04T20:37:58.853062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-04T20:37:58.853350] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-04T20:37:58.854139] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-04T20:37:58.854188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:58.854219] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:58.854243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:58.854298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:58.914123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:58.914977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:58.915056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:58.915087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:59.031762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:59.031902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:59.031938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:59.031964] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:59.035146] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-12-04T20:37:59.035399] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-04T20:37:59.035513] [INFO ] [sig       ] IBRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:37:59.172624] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBRX.txt
[2025-12-04T20:37:59.172747] [INFO ] [sig       ] [1579/3547] Completed IBRX in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:59.172783] [INFO ] [sig       ] [1580/3547] Forecasting IBTF...
[2025-12-04T20:37:59.172811] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-04T20:37:59.172840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-04T20:37:59.184333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-04T20:37:59.184649] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-04T20:37:59.185417] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-04T20:37:59.185468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:59.185500] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:59.185526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:59.185601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:59.243744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:59.244542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:59.244647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:59.244683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:59.349979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:59.350132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:59.350172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:59.350199] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:59.353451] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-04T20:37:59.353725] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-04T20:37:59.353840] [INFO ] [sig       ] IBTF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:59.491566] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBTF.txt
[2025-12-04T20:37:59.491751] [INFO ] [sig       ] [1580/3547] Completed IBTF in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:59.491808] [INFO ] [sig       ] [1581/3547] Forecasting IBTG...
[2025-12-04T20:37:59.491846] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-04T20:37:59.491885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-04T20:37:59.502774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-04T20:37:59.503051] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-04T20:37:59.503801] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-04T20:37:59.503853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:59.503884] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:59.503909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:59.503962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:59.560062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:59.560679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:59.560751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:59.560782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:37:59.679758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:37:59.679910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:37:59.679955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:37:59.679985] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:37:59.683219] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2025-12-04T20:37:59.683475] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-04T20:37:59.683606] [INFO ] [sig       ] IBTG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:37:59.820289] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBTG.txt
[2025-12-04T20:37:59.820407] [INFO ] [sig       ] [1581/3547] Completed IBTG in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:37:59.820443] [INFO ] [sig       ] [1582/3547] Forecasting IBTH...
[2025-12-04T20:37:59.820470] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-04T20:37:59.820500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-04T20:37:59.831788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-04T20:37:59.832081] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-04T20:37:59.832876] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-04T20:37:59.832929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:37:59.832961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:37:59.832988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:37:59.833043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:37:59.888748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:37:59.889453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:37:59.889529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:37:59.889560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:00.006146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:00.006297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:00.006336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:00.006362] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:00.009704] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-04T20:38:00.009998] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-04T20:38:00.010122] [INFO ] [sig       ] IBTH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:00.146760] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBTH.txt
[2025-12-04T20:38:00.146907] [INFO ] [sig       ] [1582/3547] Completed IBTH in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:38:00.146945] [INFO ] [sig       ] [1583/3547] Forecasting IBTI...
[2025-12-04T20:38:00.146973] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-04T20:38:00.147005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-04T20:38:00.158101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-04T20:38:00.158387] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-04T20:38:00.159139] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-04T20:38:00.159189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:00.159221] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:00.159248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:00.159302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:00.215356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:00.215984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:00.216057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:00.216089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:00.340137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:00.340302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:00.340342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:00.340371] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:00.343619] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-04T20:38:00.343890] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-04T20:38:00.344006] [INFO ] [sig       ] IBTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:00.481087] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBTI.txt
[2025-12-04T20:38:00.481211] [INFO ] [sig       ] [1583/3547] Completed IBTI in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:38:00.481248] [INFO ] [sig       ] [1584/3547] Forecasting IBTK...
[2025-12-04T20:38:00.481277] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-04T20:38:00.481306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-04T20:38:00.492419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-04T20:38:00.492695] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-04T20:38:00.493427] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-04T20:38:00.493476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:00.493532] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:00.493560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:00.493637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:00.549418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:00.550255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:00.550335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:00.550367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:00.685092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:00.685200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:00.685253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:00.685281] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:00.688682] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-12-04T20:38:00.688971] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-04T20:38:00.689094] [INFO ] [sig       ] IBTK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:00.828350] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBTK.txt
[2025-12-04T20:38:00.828491] [INFO ] [sig       ] [1584/3547] Completed IBTK in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:38:00.828529] [INFO ] [sig       ] [1585/3547] Forecasting IBTL...
[2025-12-04T20:38:00.828556] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-04T20:38:00.828618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-04T20:38:00.839978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-04T20:38:00.840316] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-04T20:38:00.841130] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-04T20:38:00.841183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:00.841215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:00.841243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:00.841299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:00.904864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:00.905761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:00.905850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:00.905885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:01.038040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:01.038192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:01.038232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:01.038260] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:01.041641] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-12-04T20:38:01.041910] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-04T20:38:01.042033] [INFO ] [sig       ] IBTL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:01.184321] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBTL.txt
[2025-12-04T20:38:01.184482] [INFO ] [sig       ] [1585/3547] Completed IBTL in 0.4s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:38:01.184522] [INFO ] [sig       ] [1586/3547] Forecasting IBTM...
[2025-12-04T20:38:01.184549] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-04T20:38:01.184607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-04T20:38:01.195736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-04T20:38:01.196024] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-04T20:38:01.196817] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-04T20:38:01.196868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:01.196900] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:01.196927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:01.196981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:01.252126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:01.252787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:01.252863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:01.252895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:01.368675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:01.368823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:01.368862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:01.368888] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:01.372156] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-04T20:38:01.372415] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-04T20:38:01.372531] [INFO ] [sig       ] IBTM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:01.509805] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IBTM.txt
[2025-12-04T20:38:01.509952] [INFO ] [sig       ] [1586/3547] Completed IBTM in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:38:01.509989] [INFO ] [sig       ] [1587/3547] Forecasting IBTO...
[2025-12-04T20:38:01.510016] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-04T20:38:01.510045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-04T20:38:01.522720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-04T20:38:01.523014] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-04T20:38:01.524023] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-04T20:38:01.524074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:01.524104] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:01.524130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:01.524184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:01.580880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:01.581696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:01.581775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:01.581807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:01.709230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:01.709352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:01.709391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:01.709449] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:01.712783] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-04T20:38:01.713053] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-04T20:38:01.713170] [INFO ] [sig       ] IBTO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:01.856269] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IBTO.txt
[2025-12-04T20:38:01.856419] [INFO ] [sig       ] [1587/3547] Completed IBTO in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:38:01.856456] [INFO ] [sig       ] [1588/3547] Forecasting ICE...
[2025-12-04T20:38:01.856483] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-04T20:38:01.856511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-04T20:38:01.868522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-04T20:38:01.868822] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-04T20:38:01.869767] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-04T20:38:01.869815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:01.869855] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:01.869881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:01.869934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:01.926342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:01.927010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:01.927085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:01.927115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:02.043842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:02.043998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:02.044035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:02.044062] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:02.047345] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-12-04T20:38:02.047628] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-04T20:38:02.047752] [INFO ] [sig       ] ICE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:02.185205] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ICE.txt
[2025-12-04T20:38:02.185365] [INFO ] [sig       ] [1588/3547] Completed ICE in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.2m
[2025-12-04T20:38:02.185403] [INFO ] [sig       ] [1589/3547] Forecasting ICFI...
[2025-12-04T20:38:02.185431] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-04T20:38:02.185458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-04T20:38:02.197022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-04T20:38:02.197401] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-04T20:38:02.198194] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-04T20:38:02.198243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:02.198297] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:02.198323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:02.198377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:02.252984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:02.253800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:02.253878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:02.253909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:02.372118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:02.372265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:02.372303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:02.372331] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:02.375556] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=44.17%)
[2025-12-04T20:38:02.375840] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-04T20:38:02.375958] [INFO ] [sig       ] ICFI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:02.512399] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ICFI.txt
[2025-12-04T20:38:02.512533] [INFO ] [sig       ] [1589/3547] Completed ICFI in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-04T20:38:02.512586] [INFO ] [sig       ] [1590/3547] Forecasting ICL...
[2025-12-04T20:38:02.512617] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-04T20:38:02.512647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-04T20:38:02.523648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-04T20:38:02.523993] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-04T20:38:02.524810] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-04T20:38:02.524862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:02.524895] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:02.524922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:02.524978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:02.580713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:02.581541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:02.581639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:02.581672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:02.704498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:02.704664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:02.704703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:02.704729] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:02.707987] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-04T20:38:02.708243] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-04T20:38:02.708380] [INFO ] [sig       ] ICL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:02.844938] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ICL.txt
[2025-12-04T20:38:02.845065] [INFO ] [sig       ] [1590/3547] Completed ICL in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-04T20:38:02.845101] [INFO ] [sig       ] [1591/3547] Forecasting ICLN...
[2025-12-04T20:38:02.845128] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-04T20:38:02.845156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-04T20:38:02.855991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-04T20:38:02.856272] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-04T20:38:02.857092] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-04T20:38:02.857144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:02.857176] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:02.857203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:02.857259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:02.912567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:02.913212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:02.913286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:02.913317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:03.036083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:03.036240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:03.036278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:03.036305] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:03.039632] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-04T20:38:03.039917] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-04T20:38:03.040042] [INFO ] [sig       ] ICLN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:03.175717] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ICLN.txt
[2025-12-04T20:38:03.175841] [INFO ] [sig       ] [1591/3547] Completed ICLN in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:03.175884] [INFO ] [sig       ] [1592/3547] Forecasting ICMB...
[2025-12-04T20:38:03.175913] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-04T20:38:03.175943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-04T20:38:03.186996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-04T20:38:03.187248] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-04T20:38:03.188114] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-04T20:38:03.188164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:03.188194] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:03.188218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:03.188296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:03.243632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:03.244224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:03.244297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:03.244327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:03.349924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:03.350082] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:38:03.350121] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:03.350147] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:03.353409] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-04T20:38:03.353686] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-04T20:38:03.353802] [INFO ] [sig       ] ICMB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:03.490606] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ICMB.txt
[2025-12-04T20:38:03.490729] [INFO ] [sig       ] [1592/3547] Completed ICMB in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:03.490764] [INFO ] [sig       ] [1593/3547] Forecasting ICOP...
[2025-12-04T20:38:03.490792] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-04T20:38:03.490819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-04T20:38:03.501250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-04T20:38:03.501520] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-04T20:38:03.502287] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-04T20:38:03.502335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:03.502365] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:03.502389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:03.502443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:03.562522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:03.563380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:03.563458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:03.563489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:03.672762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:03.672898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:03.672935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:03.672961] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:03.676140] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-04T20:38:03.676396] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-04T20:38:03.676528] [INFO ] [sig       ] ICOP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:03.812529] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ICOP.txt
[2025-12-04T20:38:03.812694] [INFO ] [sig       ] [1593/3547] Completed ICOP in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:03.812733] [INFO ] [sig       ] [1594/3547] Forecasting ICUI...
[2025-12-04T20:38:03.812761] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-04T20:38:03.812789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-04T20:38:03.824475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-04T20:38:03.824821] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-04T20:38:03.825611] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-04T20:38:03.825660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:03.825691] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:03.825718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:03.825773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:03.883226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:03.883937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:03.884061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:03.884094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:04.002386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:04.002540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:04.002602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:04.002633] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:04.006041] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-12-04T20:38:04.006312] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-04T20:38:04.006432] [INFO ] [sig       ] ICUI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:04.146020] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ICUI.txt
[2025-12-04T20:38:04.146176] [INFO ] [sig       ] [1594/3547] Completed ICUI in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:04.146214] [INFO ] [sig       ] [1595/3547] Forecasting IDA...
[2025-12-04T20:38:04.146242] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-04T20:38:04.146269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-04T20:38:04.158075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-04T20:38:04.158449] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-04T20:38:04.159258] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-04T20:38:04.159308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:04.159338] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:04.159364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:04.159419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:04.216719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:04.217504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:04.217600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:04.217634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:04.338084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:04.338235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:04.338293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:04.338340] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:04.341746] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-04T20:38:04.342018] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-04T20:38:04.342136] [INFO ] [sig       ] IDA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:04.481380] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IDA.txt
[2025-12-04T20:38:04.481512] [INFO ] [sig       ] [1595/3547] Completed IDA in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:04.481548] [INFO ] [sig       ] [1596/3547] Forecasting IDAI...
[2025-12-04T20:38:04.481595] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-04T20:38:04.481626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-04T20:38:04.492845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-04T20:38:04.493149] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-04T20:38:04.493975] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-04T20:38:04.494027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:04.494057] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:04.494082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:04.494136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:04.551275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:04.552099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:04.552180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:04.552211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:04.673301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:04.673452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:04.673491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:04.673518] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:04.676871] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=51.38%)
[2025-12-04T20:38:04.677140] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-04T20:38:04.677262] [INFO ] [sig       ] IDAI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:04.821643] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IDAI.txt
[2025-12-04T20:38:04.821789] [INFO ] [sig       ] [1596/3547] Completed IDAI in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:04.821827] [INFO ] [sig       ] [1597/3547] Forecasting IDCC...
[2025-12-04T20:38:04.821857] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-04T20:38:04.821886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-04T20:38:04.835482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-04T20:38:04.835943] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-04T20:38:04.836797] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-04T20:38:04.836849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:04.836882] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:04.836908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:04.836965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:04.892511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:04.893385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:04.893484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:04.893515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:05.010397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:05.010563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:05.010620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:05.010648] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:05.014052] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-04T20:38:05.014397] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-04T20:38:05.014532] [INFO ] [sig       ] IDCC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:05.152924] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IDCC.txt
[2025-12-04T20:38:05.153104] [INFO ] [sig       ] [1597/3547] Completed IDCC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:05.153143] [INFO ] [sig       ] [1598/3547] Forecasting IDE...
[2025-12-04T20:38:05.153172] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-04T20:38:05.153201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-04T20:38:05.164345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-04T20:38:05.164695] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-04T20:38:05.165438] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-04T20:38:05.165486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:05.165516] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:05.165541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:05.165616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:05.220454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:05.221266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:05.221348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:05.221379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:05.338235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:05.338410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:05.338447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:05.338474] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:05.341761] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-04T20:38:05.342031] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-04T20:38:05.342150] [INFO ] [sig       ] IDE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:05.481589] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IDE.txt
[2025-12-04T20:38:05.481715] [INFO ] [sig       ] [1598/3547] Completed IDE in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:05.481751] [INFO ] [sig       ] [1599/3547] Forecasting IDN...
[2025-12-04T20:38:05.481779] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-04T20:38:05.481807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-04T20:38:05.492249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-04T20:38:05.492510] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-04T20:38:05.493255] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-04T20:38:05.493303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:05.493333] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:05.493369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:05.493425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:05.550690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:05.551507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:05.551667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:05.551705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:05.668290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:05.668440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:05.668479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:05.668505] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:05.671852] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-04T20:38:05.672112] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-04T20:38:05.672227] [INFO ] [sig       ] IDN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:05.808692] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IDN.txt
[2025-12-04T20:38:05.808839] [INFO ] [sig       ] [1599/3547] Completed IDN in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:05.808877] [INFO ] [sig       ] [1600/3547] Forecasting IDXX...
[2025-12-04T20:38:05.808914] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-04T20:38:05.808949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-04T20:38:05.820951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-04T20:38:05.821233] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-04T20:38:05.821999] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-04T20:38:05.822050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:05.822080] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:05.822106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:05.822160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:05.877557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:05.878185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:05.878258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:05.878304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:05.994745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:05.994890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:05.994928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:05.994956] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:05.998165] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-12-04T20:38:05.998444] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-04T20:38:05.998560] [INFO ] [sig       ] IDXX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:06.137549] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IDXX.txt
[2025-12-04T20:38:06.137687] [INFO ] [sig       ] [1600/3547] Completed IDXX in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:06.137723] [INFO ] [sig       ] [1601/3547] Forecasting IDYA...
[2025-12-04T20:38:06.137750] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-04T20:38:06.137778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-04T20:38:06.149252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-04T20:38:06.149526] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-04T20:38:06.150289] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-04T20:38:06.150338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:06.150393] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:06.150419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:06.150473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:06.206300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:06.207130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:06.207208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:06.207239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:06.325277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:06.325429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:06.325467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:06.325494] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:06.328780] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-04T20:38:06.329055] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-04T20:38:06.329173] [INFO ] [sig       ] IDYA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:06.466773] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IDYA.txt
[2025-12-04T20:38:06.466911] [INFO ] [sig       ] [1601/3547] Completed IDYA in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:06.466949] [INFO ] [sig       ] [1602/3547] Forecasting IEF...
[2025-12-04T20:38:06.466982] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-04T20:38:06.467011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-04T20:38:06.478800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-04T20:38:06.479136] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-04T20:38:06.479903] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-04T20:38:06.479964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:06.480000] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:06.480032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:06.480094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:06.535944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:06.536877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:06.536966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:06.536998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:06.657774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:06.657931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:06.657971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:06.657998] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:06.661328] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-04T20:38:06.661630] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-04T20:38:06.661753] [INFO ] [sig       ] IEF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:06.801167] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IEF.txt
[2025-12-04T20:38:06.801317] [INFO ] [sig       ] [1602/3547] Completed IEF in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:06.801353] [INFO ] [sig       ] [1603/3547] Forecasting IEI...
[2025-12-04T20:38:06.801380] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-04T20:38:06.801416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-04T20:38:06.812785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-04T20:38:06.813154] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-04T20:38:06.813915] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-04T20:38:06.813965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:06.813995] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:06.814020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:06.814074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:06.871741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:06.872625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:06.872710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:06.872742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:06.993142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:06.993298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:06.993339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:06.993367] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:06.996792] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-04T20:38:06.997062] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-04T20:38:06.997182] [INFO ] [sig       ] IEI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:07.154059] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IEI.txt
[2025-12-04T20:38:07.154211] [INFO ] [sig       ] [1603/3547] Completed IEI in 0.4s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:07.154248] [INFO ] [sig       ] [1604/3547] Forecasting IEP...
[2025-12-04T20:38:07.154276] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-04T20:38:07.154306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-04T20:38:07.165992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-04T20:38:07.166364] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-04T20:38:07.167228] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-04T20:38:07.167280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:07.167311] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:07.167337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:07.167392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:07.230008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:07.230855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:07.230940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:07.230973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:07.353553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:07.353714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:07.353752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:07.353813] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:07.357156] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-04T20:38:07.357422] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-04T20:38:07.357542] [INFO ] [sig       ] IEP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:07.495695] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IEP.txt
[2025-12-04T20:38:07.495826] [INFO ] [sig       ] [1604/3547] Completed IEP in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:07.495863] [INFO ] [sig       ] [1605/3547] Forecasting IESC...
[2025-12-04T20:38:07.495890] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-04T20:38:07.495923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-04T20:38:07.506760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-04T20:38:07.507026] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-04T20:38:07.507784] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-04T20:38:07.507833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:07.507862] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:07.507887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:07.507941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:07.564339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:07.565025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:07.565102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:07.565132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:07.683700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:07.683848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:07.683886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:07.683912] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:07.687234] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-04T20:38:07.687491] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-04T20:38:07.687631] [INFO ] [sig       ] IESC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:07.825651] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IESC.txt
[2025-12-04T20:38:07.825804] [INFO ] [sig       ] [1605/3547] Completed IESC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:07.825842] [INFO ] [sig       ] [1606/3547] Forecasting IEX...
[2025-12-04T20:38:07.825871] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-04T20:38:07.825899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-04T20:38:07.837791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-04T20:38:07.838120] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-04T20:38:07.838943] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-04T20:38:07.838999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:07.839031] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:07.839058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:07.839113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:07.895056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:07.895870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:07.895951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:07.895986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:08.010126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:08.010279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:08.010320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:08.010349] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:08.013685] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-04T20:38:08.013948] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-04T20:38:08.014067] [INFO ] [sig       ] IEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:08.151309] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IEX.txt
[2025-12-04T20:38:08.151462] [INFO ] [sig       ] [1606/3547] Completed IEX in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-04T20:38:08.151499] [INFO ] [sig       ] [1607/3547] Forecasting IFF...
[2025-12-04T20:38:08.151528] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-04T20:38:08.151559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-04T20:38:08.166593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-04T20:38:08.167050] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-04T20:38:08.168153] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-04T20:38:08.168215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:08.168259] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:08.168332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:08.168417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:08.231704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:08.232559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:08.232660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:08.232692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:08.357191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:08.357323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:08.357363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:08.357391] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:08.360725] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-04T20:38:08.360990] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-04T20:38:08.361109] [INFO ] [sig       ] IFF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:08.498784] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IFF.txt
[2025-12-04T20:38:08.498933] [INFO ] [sig       ] [1607/3547] Completed IFF in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-04T20:38:08.498977] [INFO ] [sig       ] [1608/3547] Forecasting IFN...
[2025-12-04T20:38:08.499013] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-04T20:38:08.499048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-04T20:38:08.510672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-04T20:38:08.511067] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-04T20:38:08.511875] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-04T20:38:08.511925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:08.511961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:08.511992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:08.512058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:08.567471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:08.568345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:08.568428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:08.568462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:08.683566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:08.683761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:08.683800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:08.683827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:08.687056] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=70.00%)
[2025-12-04T20:38:08.687314] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-04T20:38:08.687430] [INFO ] [sig       ] IFN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:08.825541] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IFN.txt
[2025-12-04T20:38:08.825713] [INFO ] [sig       ] [1608/3547] Completed IFN in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:08.825750] [INFO ] [sig       ] [1609/3547] Forecasting IFS...
[2025-12-04T20:38:08.825779] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-04T20:38:08.825810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-04T20:38:08.836802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-04T20:38:08.837130] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-04T20:38:08.837903] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-04T20:38:08.837952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:08.837981] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:08.838010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:08.838064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:08.897007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:08.897909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:08.897993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:08.898029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:09.026349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:09.026498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:09.026537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:09.026564] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:09.029868] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-04T20:38:09.030132] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-04T20:38:09.030250] [INFO ] [sig       ] IFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:09.165124] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IFS.txt
[2025-12-04T20:38:09.165266] [INFO ] [sig       ] [1609/3547] Completed IFS in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:09.165303] [INFO ] [sig       ] [1610/3547] Forecasting IGA...
[2025-12-04T20:38:09.165332] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-04T20:38:09.165360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-04T20:38:09.176494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-04T20:38:09.176837] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-04T20:38:09.177661] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-04T20:38:09.177714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:09.177744] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:09.177769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:09.177824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:09.234894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:09.235779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:09.235863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:09.235895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:09.354458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:09.354623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:09.354663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:09.354691] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:09.358035] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=82.46%)
[2025-12-04T20:38:09.358333] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-04T20:38:09.358457] [INFO ] [sig       ] IGA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:09.500005] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IGA.txt
[2025-12-04T20:38:09.500141] [INFO ] [sig       ] [1610/3547] Completed IGA in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:09.500179] [INFO ] [sig       ] [1611/3547] Forecasting IGD...
[2025-12-04T20:38:09.500207] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-04T20:38:09.500235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-04T20:38:09.511667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-04T20:38:09.511946] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-04T20:38:09.512753] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-04T20:38:09.512804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:09.512834] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:09.512861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:09.512916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:09.571493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:09.572161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:09.572263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:09.572296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:09.691080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:09.691228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:09.691266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:09.691294] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:09.694619] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-04T20:38:09.694882] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-04T20:38:09.694999] [INFO ] [sig       ] IGD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:09.835205] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IGD.txt
[2025-12-04T20:38:09.835334] [INFO ] [sig       ] [1611/3547] Completed IGD in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:09.835370] [INFO ] [sig       ] [1612/3547] Forecasting IGF...
[2025-12-04T20:38:09.835398] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-04T20:38:09.835426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-04T20:38:09.847629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-04T20:38:09.847913] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-04T20:38:09.848710] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-04T20:38:09.848768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:09.848811] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:09.848839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:09.848894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:09.906639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:09.907311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:09.907386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:09.907416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:10.034458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:10.034643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:10.034693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:10.034724] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:10.038245] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-04T20:38:10.038529] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-04T20:38:10.038678] [INFO ] [sig       ] IGF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:10.176125] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IGF.txt
[2025-12-04T20:38:10.176260] [INFO ] [sig       ] [1612/3547] Completed IGF in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:10.176298] [INFO ] [sig       ] [1613/3547] Forecasting IGI...
[2025-12-04T20:38:10.176326] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-04T20:38:10.176355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-04T20:38:10.188162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-04T20:38:10.188504] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-04T20:38:10.189272] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-04T20:38:10.189322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:10.189351] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:10.189375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:10.189428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:10.244623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:10.245385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:10.245463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:10.245493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:10.343422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:10.343595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:10.343636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:10.343663] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:10.346944] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-04T20:38:10.347216] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-04T20:38:10.347334] [INFO ] [sig       ] IGI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:10.484155] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IGI.txt
[2025-12-04T20:38:10.484300] [INFO ] [sig       ] [1613/3547] Completed IGI in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:10.484338] [INFO ] [sig       ] [1614/3547] Forecasting IGIB...
[2025-12-04T20:38:10.484367] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-04T20:38:10.484396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-04T20:38:10.496653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-04T20:38:10.497048] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-04T20:38:10.497866] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-04T20:38:10.497916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:10.497947] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:10.497973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:10.498029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:10.558448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:10.559326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:10.559419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:10.559468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:10.686477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:10.686652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:10.686694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:10.686722] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:10.690157] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=37.35%)
[2025-12-04T20:38:10.690477] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-04T20:38:10.690624] [INFO ] [sig       ] IGIB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:10.836362] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IGIB.txt
[2025-12-04T20:38:10.836549] [INFO ] [sig       ] [1614/3547] Completed IGIB in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:10.836615] [INFO ] [sig       ] [1615/3547] Forecasting IGIC...
[2025-12-04T20:38:10.836647] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-04T20:38:10.836676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-04T20:38:10.848110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-04T20:38:10.848512] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-04T20:38:10.849367] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-04T20:38:10.849420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:10.849450] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:10.849475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:10.849531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:10.908603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:10.909544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:10.909646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:10.909679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:11.032865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:11.033024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:11.033073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:11.033103] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:11.036673] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-04T20:38:11.036958] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-04T20:38:11.037082] [INFO ] [sig       ] IGIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:11.180640] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IGIC.txt
[2025-12-04T20:38:11.180797] [INFO ] [sig       ] [1615/3547] Completed IGIC in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:11.180852] [INFO ] [sig       ] [1616/3547] Forecasting IGSB...
[2025-12-04T20:38:11.180886] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-04T20:38:11.180916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-04T20:38:11.195304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-04T20:38:11.195731] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-04T20:38:11.196739] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-04T20:38:11.196800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:11.196841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:11.196878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:11.196957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:11.262079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:11.262949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:11.263029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:11.263061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:11.380678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:11.380836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:11.380874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:11.380901] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:11.384165] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2025-12-04T20:38:11.384433] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-04T20:38:11.384555] [INFO ] [sig       ] IGSB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:11.523247] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IGSB.txt
[2025-12-04T20:38:11.523395] [INFO ] [sig       ] [1616/3547] Completed IGSB in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:11.523433] [INFO ] [sig       ] [1617/3547] Forecasting IHD...
[2025-12-04T20:38:11.523461] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-04T20:38:11.523491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-04T20:38:11.534366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-04T20:38:11.534728] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-04T20:38:11.535475] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-04T20:38:11.535524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:11.535556] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:11.535602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:11.535658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:11.594335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:11.595203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:11.595291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:11.595323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:11.715663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:11.715805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:11.715843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:11.715871] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:11.719197] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-12-04T20:38:11.719479] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-04T20:38:11.719641] [INFO ] [sig       ] IHD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:11.860633] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IHD.txt
[2025-12-04T20:38:11.860780] [INFO ] [sig       ] [1617/3547] Completed IHD in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:11.860819] [INFO ] [sig       ] [1618/3547] Forecasting IHG...
[2025-12-04T20:38:11.860847] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-04T20:38:11.860875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-04T20:38:11.872924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-04T20:38:11.873260] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-04T20:38:11.874052] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-04T20:38:11.874103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:11.874161] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:11.874188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:11.874244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:11.934462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:11.935343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:11.935427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:11.935459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:12.053764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:12.053916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:12.053955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:12.053983] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:12.057324] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=42.36%)
[2025-12-04T20:38:12.057621] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-04T20:38:12.057744] [INFO ] [sig       ] IHG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:12.197084] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IHG.txt
[2025-12-04T20:38:12.197240] [INFO ] [sig       ] [1618/3547] Completed IHG in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:12.197278] [INFO ] [sig       ] [1619/3547] Forecasting IHS...
[2025-12-04T20:38:12.197306] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-04T20:38:12.197335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-04T20:38:12.209237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-04T20:38:12.209564] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-04T20:38:12.210396] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-04T20:38:12.210448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:12.210479] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:12.210505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:12.210561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:12.268920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:12.269794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:12.269872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:12.269903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:12.385380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:12.385540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:12.385602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:12.385653] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:12.389090] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-04T20:38:12.389368] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-04T20:38:12.389497] [INFO ] [sig       ] IHS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:12.528341] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IHS.txt
[2025-12-04T20:38:12.528517] [INFO ] [sig       ] [1619/3547] Completed IHS in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:12.528553] [INFO ] [sig       ] [1620/3547] Forecasting IIF...
[2025-12-04T20:38:12.528599] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-04T20:38:12.528630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-04T20:38:12.539523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-04T20:38:12.539887] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-04T20:38:12.540680] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-04T20:38:12.540729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:12.540760] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:12.540785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:12.540839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:12.598928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:12.600104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:12.600203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:12.600235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:12.724978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:12.725234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:12.725287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:12.725317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:12.729537] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-12-04T20:38:12.729879] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-04T20:38:12.730018] [INFO ] [sig       ] IIF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:12.878522] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IIF.txt
[2025-12-04T20:38:12.878752] [INFO ] [sig       ] [1620/3547] Completed IIF in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:12.878802] [INFO ] [sig       ] [1621/3547] Forecasting III...
[2025-12-04T20:38:12.878866] [INFO ] [sig       ] Generating forecast for: III
[2025-12-04T20:38:12.878903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-04T20:38:12.893586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-04T20:38:12.894150] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-04T20:38:12.895090] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-04T20:38:12.895143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:12.895175] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:12.895203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:12.895262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:12.955660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:12.956774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:12.956896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:12.956928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:13.077423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:13.077674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:13.077721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:13.077751] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:13.081785] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=48.97%)
[2025-12-04T20:38:13.082175] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-04T20:38:13.082351] [INFO ] [sig       ] III: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:13.228945] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/III.txt
[2025-12-04T20:38:13.229173] [INFO ] [sig       ] [1621/3547] Completed III in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:13.229215] [INFO ] [sig       ] [1622/3547] Forecasting IIIN...
[2025-12-04T20:38:13.229245] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-04T20:38:13.229278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-04T20:38:13.243617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-04T20:38:13.244221] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-04T20:38:13.245239] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-04T20:38:13.245293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:13.245323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:13.245347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:13.245402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:13.303141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:13.304288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:13.304389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:13.304422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:13.430942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:13.431162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:13.431208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:13.431237] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:13.435168] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=28.53%)
[2025-12-04T20:38:13.435460] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-04T20:38:13.435609] [INFO ] [sig       ] IIIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:13.576863] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IIIN.txt
[2025-12-04T20:38:13.577094] [INFO ] [sig       ] [1622/3547] Completed IIIN in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:13.577134] [INFO ] [sig       ] [1623/3547] Forecasting IIM...
[2025-12-04T20:38:13.577162] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-04T20:38:13.577191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-04T20:38:13.590968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-04T20:38:13.591446] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-04T20:38:13.592563] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-04T20:38:13.592632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:13.592663] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:13.592705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:13.592761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:13.650824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:13.651964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:13.652059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:13.652091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:13.777095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:13.777332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:13.777378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:13.777407] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:13.781671] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-04T20:38:13.781996] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-04T20:38:13.782137] [INFO ] [sig       ] IIM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:13.928087] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IIM.txt
[2025-12-04T20:38:13.928344] [INFO ] [sig       ] [1623/3547] Completed IIM in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-04T20:38:13.928390] [INFO ] [sig       ] [1624/3547] Forecasting ILMN...
[2025-12-04T20:38:13.928418] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-04T20:38:13.928448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-04T20:38:13.944008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-04T20:38:13.944500] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-04T20:38:13.945431] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-04T20:38:13.945497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:13.945538] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:13.945565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:13.945642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:14.021841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:14.022733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:14.022827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:14.022860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:14.145243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:14.145403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:14.145443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:14.145469] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:14.148811] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=18.29%)
[2025-12-04T20:38:14.149092] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-04T20:38:14.149240] [INFO ] [sig       ] ILMN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:14.287788] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ILMN.txt
[2025-12-04T20:38:14.287942] [INFO ] [sig       ] [1624/3547] Completed ILMN in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-04T20:38:14.287982] [INFO ] [sig       ] [1625/3547] Forecasting IMAX...
[2025-12-04T20:38:14.288010] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-04T20:38:14.288040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-04T20:38:14.299623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-04T20:38:14.299993] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-04T20:38:14.300848] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-04T20:38:14.300899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:14.300931] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:14.300959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:14.301018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:14.358547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:14.359380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:14.359463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:14.359496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:14.479621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:14.479795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:14.479845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:14.479874] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:14.483405] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2025-12-04T20:38:14.483716] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-04T20:38:14.483844] [INFO ] [sig       ] IMAX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:14.619715] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMAX.txt
[2025-12-04T20:38:14.619840] [INFO ] [sig       ] [1625/3547] Completed IMAX in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:14.619878] [INFO ] [sig       ] [1626/3547] Forecasting IMKTA...
[2025-12-04T20:38:14.619905] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-04T20:38:14.619934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-04T20:38:14.630768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-04T20:38:14.631025] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-04T20:38:14.631784] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-04T20:38:14.631834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:14.631864] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:14.631889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:14.631943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:14.687129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:14.687712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:14.687784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:14.687815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:14.802132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:14.802257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:14.802294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:14.802321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:14.805492] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-04T20:38:14.805777] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-04T20:38:14.805896] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:14.943435] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMKTA.txt
[2025-12-04T20:38:14.944423] [INFO ] [sig       ] [1626/3547] Completed IMKTA in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:14.944464] [INFO ] [sig       ] [1627/3547] Forecasting IMMP...
[2025-12-04T20:38:14.944501] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-04T20:38:14.944531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-04T20:38:14.955269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-04T20:38:14.955528] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-04T20:38:14.956278] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-04T20:38:14.956328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:14.956358] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:14.956383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:14.956437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:15.011785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:15.012394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:15.012468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:15.012499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:15.126559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:15.126722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:15.126760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:15.126788] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:15.130156] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-04T20:38:15.130424] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-04T20:38:15.130543] [INFO ] [sig       ] IMMP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:15.267737] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMMP.txt
[2025-12-04T20:38:15.267858] [INFO ] [sig       ] [1627/3547] Completed IMMP in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:15.267894] [INFO ] [sig       ] [1628/3547] Forecasting IMMX...
[2025-12-04T20:38:15.267921] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-04T20:38:15.267949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-04T20:38:15.279172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-04T20:38:15.279432] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-04T20:38:15.280212] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-04T20:38:15.280261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:15.280291] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:15.280318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:15.280372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:15.336208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:15.336818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:15.336914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:15.336947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:15.452844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:15.452974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:15.453011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:15.453038] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:15.456229] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=37.02%)
[2025-12-04T20:38:15.456480] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-04T20:38:15.456613] [INFO ] [sig       ] IMMX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:15.594617] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IMMX.txt
[2025-12-04T20:38:15.594725] [INFO ] [sig       ] [1628/3547] Completed IMMX in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:15.594761] [INFO ] [sig       ] [1629/3547] Forecasting IMNM...
[2025-12-04T20:38:15.594789] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-04T20:38:15.594817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-04T20:38:15.605365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-04T20:38:15.605642] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-04T20:38:15.606373] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-04T20:38:15.606422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:15.606452] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:15.606477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:15.606531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:15.662410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:15.663037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:15.663111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:15.663142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:15.789465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:15.789624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:15.789662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:15.789690] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:15.793029] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-04T20:38:15.793302] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-04T20:38:15.793421] [INFO ] [sig       ] IMNM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:15.930976] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMNM.txt
[2025-12-04T20:38:15.931141] [INFO ] [sig       ] [1629/3547] Completed IMNM in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:15.931180] [INFO ] [sig       ] [1630/3547] Forecasting IMNN...
[2025-12-04T20:38:15.931212] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-04T20:38:15.931242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-04T20:38:15.942763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-04T20:38:15.943037] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-04T20:38:15.943801] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-04T20:38:15.943850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:15.943879] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:15.943904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:15.943957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:16.001032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:16.001875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:16.001956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:16.001988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:16.123274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:16.123423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:16.123463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:16.123507] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:16.126918] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2025-12-04T20:38:16.127184] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-04T20:38:16.127310] [INFO ] [sig       ] IMNN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:16.266261] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMNN.txt
[2025-12-04T20:38:16.266387] [INFO ] [sig       ] [1630/3547] Completed IMNN in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:16.266425] [INFO ] [sig       ] [1631/3547] Forecasting IMOS...
[2025-12-04T20:38:16.266453] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-04T20:38:16.266481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-04T20:38:16.278031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-04T20:38:16.278343] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-04T20:38:16.279129] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-04T20:38:16.279178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:16.279210] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:16.279235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:16.279291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:16.337024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:16.337859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:16.337932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:16.337963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:16.462616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:16.462759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:16.462797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:16.462824] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:16.466105] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-12-04T20:38:16.466363] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-04T20:38:16.466481] [INFO ] [sig       ] IMOS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:16.613152] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMOS.txt
[2025-12-04T20:38:16.613310] [INFO ] [sig       ] [1631/3547] Completed IMOS in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:16.613348] [INFO ] [sig       ] [1632/3547] Forecasting IMPP...
[2025-12-04T20:38:16.613377] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-04T20:38:16.613405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-04T20:38:16.624911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-04T20:38:16.625244] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-04T20:38:16.626038] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-04T20:38:16.626089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:16.626121] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:16.626148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:16.626203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:16.684151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:16.684922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:16.684998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:16.685043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:16.802453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:16.802609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:16.802648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:16.802676] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:16.805913] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-04T20:38:16.806170] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-04T20:38:16.806290] [INFO ] [sig       ] IMPP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:16.942195] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMPP.txt
[2025-12-04T20:38:16.942318] [INFO ] [sig       ] [1632/3547] Completed IMPP in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:16.942353] [INFO ] [sig       ] [1633/3547] Forecasting IMRX...
[2025-12-04T20:38:16.942380] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-04T20:38:16.942408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-04T20:38:16.953437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-04T20:38:16.953735] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-04T20:38:16.954519] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-04T20:38:16.954593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:16.954633] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:16.954662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:16.954718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:17.011151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:17.011884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:17.011960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:17.011991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:17.129774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:17.129918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:17.129955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:17.129982] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:17.133202] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-04T20:38:17.133460] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-04T20:38:17.133592] [INFO ] [sig       ] IMRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:17.271240] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IMRX.txt
[2025-12-04T20:38:17.271363] [INFO ] [sig       ] [1633/3547] Completed IMRX in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:17.271399] [INFO ] [sig       ] [1634/3547] Forecasting IMTX...
[2025-12-04T20:38:17.271427] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-04T20:38:17.271455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-04T20:38:17.282662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-04T20:38:17.282943] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-04T20:38:17.283702] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-04T20:38:17.283751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:17.283781] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:17.283807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:17.283871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:17.340163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:17.340804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:17.340879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:17.340911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:17.459913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:17.460058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:17.460097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:17.460125] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:17.463376] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=10.78%)
[2025-12-04T20:38:17.463654] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-04T20:38:17.463772] [INFO ] [sig       ] IMTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:17.599646] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IMTX.txt
[2025-12-04T20:38:17.599771] [INFO ] [sig       ] [1634/3547] Completed IMTX in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:17.599807] [INFO ] [sig       ] [1635/3547] Forecasting IMXI...
[2025-12-04T20:38:17.599834] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-04T20:38:17.599863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-04T20:38:17.610872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-04T20:38:17.611136] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-04T20:38:17.611892] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-04T20:38:17.611941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:17.611995] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:17.612022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:17.612076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:17.669198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:17.669908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:17.669985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:17.670018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:17.790625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:17.790773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:17.790813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:17.790841] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:17.794122] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-12-04T20:38:17.794389] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-04T20:38:17.794509] [INFO ] [sig       ] IMXI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:17.935845] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IMXI.txt
[2025-12-04T20:38:17.935997] [INFO ] [sig       ] [1635/3547] Completed IMXI in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:17.936042] [INFO ] [sig       ] [1636/3547] Forecasting INAB...
[2025-12-04T20:38:17.936071] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-04T20:38:17.936101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-04T20:38:17.946767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-04T20:38:17.947071] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-04T20:38:17.947909] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-04T20:38:17.947962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:17.947993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:17.948020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:17.948080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:18.005193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:18.006066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:18.006154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:18.006189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:18.122505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:18.122678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:18.122719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:18.122748] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:18.126079] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2025-12-04T20:38:18.126345] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-04T20:38:18.126467] [INFO ] [sig       ] INAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:18.263224] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INAB.txt
[2025-12-04T20:38:18.263351] [INFO ] [sig       ] [1636/3547] Completed INAB in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:18.263387] [INFO ] [sig       ] [1637/3547] Forecasting INBK...
[2025-12-04T20:38:18.263415] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-04T20:38:18.263443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-04T20:38:18.275911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-04T20:38:18.276220] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-04T20:38:18.276991] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-04T20:38:18.277041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:18.277070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:18.277095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:18.277149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:18.332928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:18.333693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:18.333770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:18.333801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:18.453630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:18.453866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:18.453911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:18.453938] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:18.457906] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-12-04T20:38:18.458255] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-04T20:38:18.458452] [INFO ] [sig       ] INBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:18.600524] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INBK.txt
[2025-12-04T20:38:18.600734] [INFO ] [sig       ] [1637/3547] Completed INBK in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:18.600774] [INFO ] [sig       ] [1638/3547] Forecasting INBX...
[2025-12-04T20:38:18.600803] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-04T20:38:18.600840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-04T20:38:18.613093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-04T20:38:18.613355] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-04T20:38:18.614185] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-04T20:38:18.614235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:18.614264] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:18.614288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:18.614341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:18.669796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:18.670686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:18.670790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:18.670822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:18.789430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:18.789599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:18.789639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:18.789696] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:18.792987] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-04T20:38:18.793244] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-04T20:38:18.793359] [INFO ] [sig       ] INBX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:18.929280] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INBX.txt
[2025-12-04T20:38:18.929413] [INFO ] [sig       ] [1638/3547] Completed INBX in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:18.929450] [INFO ] [sig       ] [1639/3547] Forecasting INCY...
[2025-12-04T20:38:18.929478] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-04T20:38:18.929506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-04T20:38:18.940530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-04T20:38:18.940814] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-04T20:38:18.941545] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-04T20:38:18.941612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:18.941643] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:18.941668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:18.941723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:18.997229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:18.998539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:18.998655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:18.998688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:19.121903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:19.122147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:19.122193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:19.122222] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:19.126112] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2025-12-04T20:38:19.126424] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-04T20:38:19.126569] [INFO ] [sig       ] INCY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:19.269419] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INCY.txt
[2025-12-04T20:38:19.269648] [INFO ] [sig       ] [1639/3547] Completed INCY in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:19.269689] [INFO ] [sig       ] [1640/3547] Forecasting INDB...
[2025-12-04T20:38:19.269718] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-04T20:38:19.269748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-04T20:38:19.283464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-04T20:38:19.284006] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-04T20:38:19.284895] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-04T20:38:19.284949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:19.284982] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:19.285008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:19.285065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:19.343253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:19.344603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:19.344724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:19.344759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:19.466446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:19.466626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:19.466669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:19.466698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:19.470091] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-12-04T20:38:19.470362] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-04T20:38:19.470484] [INFO ] [sig       ] INDB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:19.622125] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INDB.txt
[2025-12-04T20:38:19.622280] [INFO ] [sig       ] [1640/3547] Completed INDB in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:19.622319] [INFO ] [sig       ] [1641/3547] Forecasting INDI...
[2025-12-04T20:38:19.622346] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-04T20:38:19.622377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-04T20:38:19.634865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-04T20:38:19.635299] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-04T20:38:19.636133] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-04T20:38:19.636186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:19.636217] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:19.636242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:19.636299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:19.693725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:19.694713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:19.694809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:19.694841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:19.815806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:19.815986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:19.816025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:19.816051] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:19.819411] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-04T20:38:19.819705] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-04T20:38:19.819828] [INFO ] [sig       ] INDI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:19.962185] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INDI.txt
[2025-12-04T20:38:19.962336] [INFO ] [sig       ] [1641/3547] Completed INDI in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-04T20:38:19.962374] [INFO ] [sig       ] [1642/3547] Forecasting INDP...
[2025-12-04T20:38:19.962401] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-04T20:38:19.962431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-04T20:38:19.978151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-04T20:38:19.978675] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-04T20:38:19.979500] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-04T20:38:19.979554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:19.979612] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:19.979640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:19.979697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:20.037845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:20.038854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:20.038954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:20.038988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:20.148037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:20.148213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:20.148291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:20.148328] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:20.151900] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-04T20:38:20.152242] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-04T20:38:20.152378] [INFO ] [sig       ] INDP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:20.294959] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INDP.txt
[2025-12-04T20:38:20.295116] [INFO ] [sig       ] [1642/3547] Completed INDP in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:20.295154] [INFO ] [sig       ] [1643/3547] Forecasting INDY...
[2025-12-04T20:38:20.295182] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-04T20:38:20.295211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-04T20:38:20.307552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-04T20:38:20.307989] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-04T20:38:20.308890] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-04T20:38:20.308944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:20.308976] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:20.309002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:20.309057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:20.367194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:20.368061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:20.368140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:20.368171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:20.492074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:20.492298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:20.492347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:20.492378] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:20.496393] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-04T20:38:20.496749] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-04T20:38:20.496894] [INFO ] [sig       ] INDY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:20.636625] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INDY.txt
[2025-12-04T20:38:20.636818] [INFO ] [sig       ] [1643/3547] Completed INDY in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:20.636857] [INFO ] [sig       ] [1644/3547] Forecasting INFY...
[2025-12-04T20:38:20.636886] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-04T20:38:20.636915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-04T20:38:20.651918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-04T20:38:20.652505] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-04T20:38:20.653439] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-04T20:38:20.653490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:20.653522] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:20.653546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:20.653619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:20.711790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:20.712970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:20.713070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:20.713103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:20.831538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:20.831773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:20.831824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:20.831861] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:20.835706] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-04T20:38:20.835992] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-04T20:38:20.836119] [INFO ] [sig       ] INFY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:20.978487] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INFY.txt
[2025-12-04T20:38:20.978760] [INFO ] [sig       ] [1644/3547] Completed INFY in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:20.978801] [INFO ] [sig       ] [1645/3547] Forecasting ING...
[2025-12-04T20:38:20.978830] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-04T20:38:20.978859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-04T20:38:20.992988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-04T20:38:20.993533] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-04T20:38:20.994431] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-04T20:38:20.994483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:20.994514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:20.994540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:20.994632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:21.052600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:21.053743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:21.053880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:21.053916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:21.176630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:21.176852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:21.176896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:21.176923] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:21.180621] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-04T20:38:21.180910] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-04T20:38:21.181035] [INFO ] [sig       ] ING: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:21.319427] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ING.txt
[2025-12-04T20:38:21.319604] [INFO ] [sig       ] [1645/3547] Completed ING in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:21.319646] [INFO ] [sig       ] [1646/3547] Forecasting INGN...
[2025-12-04T20:38:21.319675] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-04T20:38:21.319705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-04T20:38:21.332403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-04T20:38:21.332777] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-04T20:38:21.333671] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-04T20:38:21.333721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:21.333752] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:21.333777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:21.333833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:21.390125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:21.391034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:21.391126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:21.391159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:21.509432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:21.509674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:21.509718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:21.509744] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:21.513467] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-12-04T20:38:21.513773] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-04T20:38:21.513901] [INFO ] [sig       ] INGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:21.655359] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INGN.txt
[2025-12-04T20:38:21.655554] [INFO ] [sig       ] [1646/3547] Completed INGN in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:21.655611] [INFO ] [sig       ] [1647/3547] Forecasting INM...
[2025-12-04T20:38:21.655641] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-04T20:38:21.655673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-04T20:38:21.668384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-04T20:38:21.668784] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-04T20:38:21.669695] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-04T20:38:21.669761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:21.669793] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:21.669818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:21.669874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:21.726871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:21.728002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:21.728101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:21.728133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:21.850738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:21.850966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:21.851012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:21.851040] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:21.854933] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-04T20:38:21.855239] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-04T20:38:21.855376] [INFO ] [sig       ] INM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:21.996647] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INM.txt
[2025-12-04T20:38:21.996835] [INFO ] [sig       ] [1647/3547] Completed INM in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:21.996875] [INFO ] [sig       ] [1648/3547] Forecasting INMB...
[2025-12-04T20:38:21.996904] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-04T20:38:21.996933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-04T20:38:22.010124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-04T20:38:22.010599] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-04T20:38:22.011455] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-04T20:38:22.011506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:22.011540] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:22.011566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:22.011656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:22.067289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:22.068205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:22.068310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:22.068345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:22.189892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:22.190048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:22.190087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:22.190116] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:22.193603] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-04T20:38:22.193887] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-04T20:38:22.194011] [INFO ] [sig       ] INMB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:22.333707] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INMB.txt
[2025-12-04T20:38:22.333932] [INFO ] [sig       ] [1648/3547] Completed INMB in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:22.333972] [INFO ] [sig       ] [1649/3547] Forecasting INMD...
[2025-12-04T20:38:22.334002] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-04T20:38:22.334032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-04T20:38:22.345509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-04T20:38:22.345836] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-04T20:38:22.346646] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-04T20:38:22.346696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:22.346727] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:22.346752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:22.346804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:22.403561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:22.404242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:22.404320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:22.404352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:22.525682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:22.525844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:22.525883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:22.525910] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:22.529413] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-12-04T20:38:22.529812] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-04T20:38:22.529956] [INFO ] [sig       ] INMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:22.674932] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INMD.txt
[2025-12-04T20:38:22.675068] [INFO ] [sig       ] [1649/3547] Completed INMD in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:22.675111] [INFO ] [sig       ] [1650/3547] Forecasting INN...
[2025-12-04T20:38:22.675141] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-04T20:38:22.675169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-04T20:38:22.687537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-04T20:38:22.687860] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-04T20:38:22.688670] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-04T20:38:22.688720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:22.688750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:22.688775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:22.688828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:22.746658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:22.747470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:22.747562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:22.747616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:22.865587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:22.865746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:22.865784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:22.865812] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:22.869232] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=92.94%)
[2025-12-04T20:38:22.869525] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-04T20:38:22.869661] [INFO ] [sig       ] INN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:23.007409] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INN.txt
[2025-12-04T20:38:23.007559] [INFO ] [sig       ] [1650/3547] Completed INN in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:23.007623] [INFO ] [sig       ] [1651/3547] Forecasting INO...
[2025-12-04T20:38:23.007654] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-04T20:38:23.007684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-04T20:38:23.021638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-04T20:38:23.022184] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-04T20:38:23.023075] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-04T20:38:23.023129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:23.023161] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:23.023187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:23.023244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:23.082318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:23.083439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:23.083537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:23.083598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:23.203225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:23.203475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:23.203521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:23.203550] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:23.207418] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2025-12-04T20:38:23.207742] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-04T20:38:23.207877] [INFO ] [sig       ] INO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:23.346922] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INO.txt
[2025-12-04T20:38:23.347127] [INFO ] [sig       ] [1651/3547] Completed INO in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:23.347168] [INFO ] [sig       ] [1652/3547] Forecasting INOD...
[2025-12-04T20:38:23.347195] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-04T20:38:23.347225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-04T20:38:23.361185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-04T20:38:23.361856] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-04T20:38:23.362956] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-04T20:38:23.363017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:23.363099] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:23.363129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:23.363190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:23.419336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:23.420442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:23.420534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:23.420566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:23.541994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:23.542220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:23.542268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:23.542296] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:23.546115] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=40.11%)
[2025-12-04T20:38:23.546466] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-04T20:38:23.546628] [INFO ] [sig       ] INOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:23.687382] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INOD.txt
[2025-12-04T20:38:23.687599] [INFO ] [sig       ] [1652/3547] Completed INOD in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:23.687641] [INFO ] [sig       ] [1653/3547] Forecasting INSE...
[2025-12-04T20:38:23.687669] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-04T20:38:23.687701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-04T20:38:23.701039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-04T20:38:23.701383] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-04T20:38:23.702161] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-04T20:38:23.702212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:23.702242] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:23.702267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:23.702320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:23.758236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:23.759021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:23.759101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:23.759133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:23.883988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:23.884146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:23.884185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:23.884212] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:23.887522] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-04T20:38:23.887805] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-04T20:38:23.887925] [INFO ] [sig       ] INSE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:24.026837] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INSE.txt
[2025-12-04T20:38:24.026970] [INFO ] [sig       ] [1653/3547] Completed INSE in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:24.027006] [INFO ] [sig       ] [1654/3547] Forecasting INSG...
[2025-12-04T20:38:24.027035] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-04T20:38:24.027063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-04T20:38:24.038927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-04T20:38:24.039260] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-04T20:38:24.040087] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-04T20:38:24.040138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:24.040169] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:24.040195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:24.040251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:24.100750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:24.101608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:24.101698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:24.101732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:24.223009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:24.223163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:24.223218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:24.223245] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:24.226506] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=56.92%)
[2025-12-04T20:38:24.226782] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-04T20:38:24.226900] [INFO ] [sig       ] INSG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:24.365304] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INSG.txt
[2025-12-04T20:38:24.365433] [INFO ] [sig       ] [1654/3547] Completed INSG in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:24.365468] [INFO ] [sig       ] [1655/3547] Forecasting INSM...
[2025-12-04T20:38:24.365495] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-04T20:38:24.365523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-04T20:38:24.377515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-04T20:38:24.377848] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-04T20:38:24.378665] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-04T20:38:24.378717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:24.378747] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:24.378772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:24.378826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:24.435656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:24.436447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:24.436526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:24.436557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:24.554710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:24.554865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:24.554904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:24.554965] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:24.559568] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-04T20:38:24.559901] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-04T20:38:24.560049] [INFO ] [sig       ] INSM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:24.699630] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INSM.txt
[2025-12-04T20:38:24.699781] [INFO ] [sig       ] [1655/3547] Completed INSM in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:24.699817] [INFO ] [sig       ] [1656/3547] Forecasting INSP...
[2025-12-04T20:38:24.699845] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-04T20:38:24.699874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-04T20:38:24.714139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-04T20:38:24.714661] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-04T20:38:24.715604] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-04T20:38:24.715656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:24.715689] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:24.715715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:24.715771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:24.775104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:24.776231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:24.776331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:24.776365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:24.899994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:24.900280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:24.900367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:24.900395] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:24.904427] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-04T20:38:24.904778] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-04T20:38:24.904919] [INFO ] [sig       ] INSP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:25.046810] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INSP.txt
[2025-12-04T20:38:25.047013] [INFO ] [sig       ] [1656/3547] Completed INSP in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:25.047057] [INFO ] [sig       ] [1657/3547] Forecasting INTA...
[2025-12-04T20:38:25.047096] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-04T20:38:25.047127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-04T20:38:25.061032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-04T20:38:25.061457] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-04T20:38:25.062355] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-04T20:38:25.062405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:25.062437] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:25.062462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:25.062519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:25.119071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:25.120154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:25.120288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:25.120321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:25.247003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:25.247241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:25.247294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:25.247329] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:25.251201] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=79.88%)
[2025-12-04T20:38:25.251512] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-04T20:38:25.251671] [INFO ] [sig       ] INTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:25.396649] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INTA.txt
[2025-12-04T20:38:25.396852] [INFO ] [sig       ] [1657/3547] Completed INTA in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:25.396893] [INFO ] [sig       ] [1658/3547] Forecasting INTC...
[2025-12-04T20:38:25.396925] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-04T20:38:25.396957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-04T20:38:25.410240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-04T20:38:25.410695] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-04T20:38:25.411603] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-04T20:38:25.411654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:25.411703] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:25.411729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:25.411786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:25.467317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:25.468243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:25.468364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:25.468400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:25.594975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:25.595227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:25.595279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:25.595309] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:25.599335] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2025-12-04T20:38:25.599662] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-04T20:38:25.599798] [INFO ] [sig       ] INTC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:25.747851] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INTC.txt
[2025-12-04T20:38:25.748052] [INFO ] [sig       ] [1658/3547] Completed INTC in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:25.748091] [INFO ] [sig       ] [1659/3547] Forecasting INTZ...
[2025-12-04T20:38:25.748120] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-04T20:38:25.748151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-04T20:38:25.761546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-04T20:38:25.762118] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-04T20:38:25.763108] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-04T20:38:25.763161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:25.763194] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:25.763220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:25.763278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:25.823501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:25.824692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:25.824790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:25.824823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:25.948675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:25.948901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:25.948947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:25.948974] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:25.952696] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-04T20:38:25.952982] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-04T20:38:25.953106] [INFO ] [sig       ] INTZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:26.099325] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INTZ.txt
[2025-12-04T20:38:26.099499] [INFO ] [sig       ] [1659/3547] Completed INTZ in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 10.8m
[2025-12-04T20:38:26.099540] [INFO ] [sig       ] [1660/3547] Forecasting INVA...
[2025-12-04T20:38:26.099587] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-04T20:38:26.099620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-04T20:38:26.112372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-04T20:38:26.112864] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-04T20:38:26.113746] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-04T20:38:26.113799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:26.113830] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:26.113856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:26.113911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:26.171857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:26.172867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:26.172970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:26.173003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:26.294164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:26.294397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:26.294447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:26.294476] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:26.298166] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-04T20:38:26.298499] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-04T20:38:26.298651] [INFO ] [sig       ] INVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:26.446315] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INVA.txt
[2025-12-04T20:38:26.446518] [INFO ] [sig       ] [1660/3547] Completed INVA in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:26.446558] [INFO ] [sig       ] [1661/3547] Forecasting INVE...
[2025-12-04T20:38:26.446608] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-04T20:38:26.446639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-04T20:38:26.459855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-04T20:38:26.460251] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-04T20:38:26.461087] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-04T20:38:26.461136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:26.461167] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:26.461191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:26.461245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:26.517127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:26.517880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:26.517964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:26.517995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:26.638308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:26.638439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:26.638481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:26.638510] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:26.641886] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-04T20:38:26.642152] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-04T20:38:26.642272] [INFO ] [sig       ] INVE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:26.778972] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INVE.txt
[2025-12-04T20:38:26.779098] [INFO ] [sig       ] [1661/3547] Completed INVE in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:26.779139] [INFO ] [sig       ] [1662/3547] Forecasting INVH...
[2025-12-04T20:38:26.779168] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-04T20:38:26.779196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-04T20:38:26.789791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-04T20:38:26.790069] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-04T20:38:26.790821] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-04T20:38:26.790871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:26.790900] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:26.790926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:26.790979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:26.846540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:26.847180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:26.847280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:26.847311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:26.963233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:26.963388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:26.963428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:26.963456] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:26.966833] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-04T20:38:26.967096] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-04T20:38:26.967215] [INFO ] [sig       ] INVH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:27.105623] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/INVH.txt
[2025-12-04T20:38:27.105750] [INFO ] [sig       ] [1662/3547] Completed INVH in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:27.105786] [INFO ] [sig       ] [1663/3547] Forecasting INVZ...
[2025-12-04T20:38:27.105815] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-04T20:38:27.105843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-04T20:38:27.117120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-04T20:38:27.117400] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-04T20:38:27.118178] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-04T20:38:27.118229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:27.118259] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:27.118317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:27.118375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:27.176525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:27.177188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:27.177264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:27.177295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:27.294675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:27.294820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:27.294857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:27.294884] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:27.298109] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-12-04T20:38:27.298394] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-04T20:38:27.298544] [INFO ] [sig       ] INVZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:27.440963] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/INVZ.txt
[2025-12-04T20:38:27.441096] [INFO ] [sig       ] [1663/3547] Completed INVZ in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:27.441132] [INFO ] [sig       ] [1664/3547] Forecasting IOSP...
[2025-12-04T20:38:27.441161] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-04T20:38:27.441190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-04T20:38:27.452377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-04T20:38:27.452685] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-04T20:38:27.453432] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-04T20:38:27.453481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:27.453511] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:27.453536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:27.453607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:27.510064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:27.511323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:27.511426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:27.511460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:27.635466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:27.635713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:27.635760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:27.635789] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:27.639600] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-04T20:38:27.639942] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-04T20:38:27.640081] [INFO ] [sig       ] IOSP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:27.778761] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IOSP.txt
[2025-12-04T20:38:27.778977] [INFO ] [sig       ] [1664/3547] Completed IOSP in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:27.779018] [INFO ] [sig       ] [1665/3547] Forecasting IOVA...
[2025-12-04T20:38:27.779047] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-04T20:38:27.779075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-04T20:38:27.792035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-04T20:38:27.792604] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-04T20:38:27.793546] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-04T20:38:27.793632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:27.793668] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:27.793701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:27.793763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:27.851918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:27.853029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:27.853129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:27.853161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:27.979539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:27.979788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:27.979866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:27.979901] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:27.984059] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2025-12-04T20:38:27.984465] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-04T20:38:27.984639] [INFO ] [sig       ] IOVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:28.128403] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IOVA.txt
[2025-12-04T20:38:28.128663] [INFO ] [sig       ] [1665/3547] Completed IOVA in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:28.128706] [INFO ] [sig       ] [1666/3547] Forecasting IPGP...
[2025-12-04T20:38:28.128735] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-04T20:38:28.128767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-04T20:38:28.142506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-04T20:38:28.143138] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-04T20:38:28.144217] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-04T20:38:28.144273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:28.144311] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:28.144338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:28.144394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:28.201956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:28.203057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:28.203176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:28.203210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:28.325525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:28.325769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:28.325813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:28.325844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:28.329683] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-04T20:38:28.329990] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-04T20:38:28.330122] [INFO ] [sig       ] IPGP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:28.476237] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IPGP.txt
[2025-12-04T20:38:28.476416] [INFO ] [sig       ] [1666/3547] Completed IPGP in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:28.476454] [INFO ] [sig       ] [1667/3547] Forecasting IPI...
[2025-12-04T20:38:28.476483] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-04T20:38:28.476513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-04T20:38:28.489723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-04T20:38:28.490120] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-04T20:38:28.491036] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-04T20:38:28.491089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:28.491122] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:28.491149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:28.491212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:28.550233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:28.551188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:28.551306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:28.551339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:28.670314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:28.670523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:28.670565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:28.670610] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:28.674196] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2025-12-04T20:38:28.674479] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-04T20:38:28.674619] [INFO ] [sig       ] IPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:28.813175] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IPI.txt
[2025-12-04T20:38:28.813359] [INFO ] [sig       ] [1667/3547] Completed IPI in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:28.813396] [INFO ] [sig       ] [1668/3547] Forecasting IQ...
[2025-12-04T20:38:28.813425] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-04T20:38:28.813455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-04T20:38:28.826053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-04T20:38:28.826438] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-04T20:38:28.827323] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-04T20:38:28.827372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:28.827402] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:28.827427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:28.827487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:28.883282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:28.884349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:28.884444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:28.884478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:29.005473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:29.005719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:29.005764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:29.005792] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:29.009568] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-04T20:38:29.009881] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-04T20:38:29.010015] [INFO ] [sig       ] IQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:29.153011] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IQ.txt
[2025-12-04T20:38:29.153210] [INFO ] [sig       ] [1668/3547] Completed IQ in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:29.153252] [INFO ] [sig       ] [1669/3547] Forecasting IQI...
[2025-12-04T20:38:29.153282] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-04T20:38:29.153315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-04T20:38:29.166378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-04T20:38:29.166907] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-04T20:38:29.167818] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-04T20:38:29.167869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:29.167953] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:29.167983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:29.168042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:29.229311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:29.230647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:29.230755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:29.230847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:29.351611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:29.351875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:29.351952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:29.351983] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:29.355901] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-12-04T20:38:29.356227] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-04T20:38:29.356365] [INFO ] [sig       ] IQI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:29.496938] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IQI.txt
[2025-12-04T20:38:29.497151] [INFO ] [sig       ] [1669/3547] Completed IQI in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:29.497192] [INFO ] [sig       ] [1670/3547] Forecasting IQQQ...
[2025-12-04T20:38:29.497219] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-04T20:38:29.497250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-04T20:38:29.510389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-04T20:38:29.510844] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-04T20:38:29.511654] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-04T20:38:29.511705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:29.511735] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:29.511760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:29.511814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:29.567536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:29.568317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:29.568404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:29.568436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:29.689796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:29.689959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:29.690000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:29.690027] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:29.693382] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-12-04T20:38:29.693670] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-04T20:38:29.693795] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:29.831615] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IQQQ.txt
[2025-12-04T20:38:29.831829] [INFO ] [sig       ] [1670/3547] Completed IQQQ in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:29.831872] [INFO ] [sig       ] [1671/3547] Forecasting IRDM...
[2025-12-04T20:38:29.831900] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-04T20:38:29.831932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-04T20:38:29.845107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-04T20:38:29.845552] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-04T20:38:29.846470] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-04T20:38:29.846523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:29.846555] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:29.846600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:29.846660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:29.904863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:29.906095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:29.906201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:29.906236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:30.027293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:30.027451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:30.027491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:30.027521] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:30.030897] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-04T20:38:30.031163] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-04T20:38:30.031282] [INFO ] [sig       ] IRDM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:30.169540] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IRDM.txt
[2025-12-04T20:38:30.169702] [INFO ] [sig       ] [1671/3547] Completed IRDM in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:30.169740] [INFO ] [sig       ] [1672/3547] Forecasting IREN...
[2025-12-04T20:38:30.169767] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-04T20:38:30.169794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-04T20:38:30.181319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-04T20:38:30.181656] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-04T20:38:30.182405] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-04T20:38:30.182453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:30.182482] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:30.182506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:30.182558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:30.238780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:30.239556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:30.239657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:30.239689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:30.372628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:30.372870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:30.372927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:30.373013] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:30.377114] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-04T20:38:30.377458] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-04T20:38:30.377633] [INFO ] [sig       ] IREN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:30.524361] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IREN.txt
[2025-12-04T20:38:30.524565] [INFO ] [sig       ] [1672/3547] Completed IREN in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:30.524624] [INFO ] [sig       ] [1673/3547] Forecasting IRM...
[2025-12-04T20:38:30.524660] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-04T20:38:30.524694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-04T20:38:30.538199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-04T20:38:30.538668] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-04T20:38:30.539562] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-04T20:38:30.539634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:30.539666] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:30.539691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:30.539747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:30.599439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:30.600590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:30.600689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:30.600720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:30.724240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:30.724472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:30.724515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:30.724544] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:30.728345] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-04T20:38:30.728658] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-04T20:38:30.728789] [INFO ] [sig       ] IRM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:30.876023] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IRM.txt
[2025-12-04T20:38:30.876243] [INFO ] [sig       ] [1673/3547] Completed IRM in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:30.876286] [INFO ] [sig       ] [1674/3547] Forecasting IRMD...
[2025-12-04T20:38:30.876316] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-04T20:38:30.876347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-04T20:38:30.889732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-04T20:38:30.890137] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-04T20:38:30.891030] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-04T20:38:30.891082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:30.891115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:30.891141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:30.891204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:30.950533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:30.951687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:30.951786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:30.951820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:31.075648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:31.075866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:31.075912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:31.075942] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:31.079820] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-04T20:38:31.080128] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-04T20:38:31.080265] [INFO ] [sig       ] IRMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:31.224865] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IRMD.txt
[2025-12-04T20:38:31.225068] [INFO ] [sig       ] [1674/3547] Completed IRMD in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:31.225107] [INFO ] [sig       ] [1675/3547] Forecasting IRON...
[2025-12-04T20:38:31.225134] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-04T20:38:31.225168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-04T20:38:31.238445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-04T20:38:31.238964] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-04T20:38:31.239867] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-04T20:38:31.239918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:31.239950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:31.239974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:31.240029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:31.298881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:31.299990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:31.300085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:31.300118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:31.422237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:31.422466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:31.422513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:31.422541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:31.426326] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=69.38%)
[2025-12-04T20:38:31.426653] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-04T20:38:31.426787] [INFO ] [sig       ] IRON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:31.570817] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IRON.txt
[2025-12-04T20:38:31.571013] [INFO ] [sig       ] [1675/3547] Completed IRON in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:31.571053] [INFO ] [sig       ] [1676/3547] Forecasting IRTC...
[2025-12-04T20:38:31.571081] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-04T20:38:31.571110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-04T20:38:31.583808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-04T20:38:31.584263] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-04T20:38:31.585135] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-04T20:38:31.585184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:31.585215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:31.585240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:31.585295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:31.641913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:31.643063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:31.643168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:31.643199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:31.767667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:31.767908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:31.767954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:31.768011] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:31.772067] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-12-04T20:38:31.772435] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-04T20:38:31.772604] [INFO ] [sig       ] IRTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:31.915890] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IRTC.txt
[2025-12-04T20:38:31.916108] [INFO ] [sig       ] [1676/3547] Completed IRTC in 0.3s | 2.93 sym/s | Total: 9.5m | ETA: 10.7m
[2025-12-04T20:38:31.916148] [INFO ] [sig       ] [1677/3547] Forecasting IRWD...
[2025-12-04T20:38:31.916177] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-04T20:38:31.916206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-04T20:38:31.929270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-04T20:38:31.929689] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-04T20:38:31.930511] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-04T20:38:31.930561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:31.930617] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:31.930644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:31.930699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:31.987167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:31.988613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:31.988717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:31.988748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:32.123280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:32.123508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:32.123554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:32.123600] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:32.127329] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=69.77%)
[2025-12-04T20:38:32.127642] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-04T20:38:32.127780] [INFO ] [sig       ] IRWD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:32.267244] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IRWD.txt
[2025-12-04T20:38:32.267427] [INFO ] [sig       ] [1677/3547] Completed IRWD in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-04T20:38:32.267467] [INFO ] [sig       ] [1678/3547] Forecasting ISD...
[2025-12-04T20:38:32.267494] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-04T20:38:32.267524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-04T20:38:32.281279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-04T20:38:32.281797] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-04T20:38:32.282649] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-04T20:38:32.282698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:32.282729] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:32.282755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:32.282810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:32.339612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:32.340612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:32.340705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:32.340761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:32.467314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:32.467560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:32.467642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:32.467681] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:32.473028] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-04T20:38:32.473436] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-04T20:38:32.473627] [INFO ] [sig       ] ISD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:32.621213] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ISD.txt
[2025-12-04T20:38:32.621446] [INFO ] [sig       ] [1678/3547] Completed ISD in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:32.621488] [INFO ] [sig       ] [1679/3547] Forecasting ISPO...
[2025-12-04T20:38:32.621518] [INFO ] [sig       ] Generating forecast for: ISPO
[2025-12-04T20:38:32.621548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'.
[2025-12-04T20:38:32.633738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISPO'.
[2025-12-04T20:38:32.634163] [INFO ] [FORECASTER] Starting predict_future for ISPO
[2025-12-04T20:38:32.635060] [DEBUG] [LOCAL     ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt
[2025-12-04T20:38:32.635111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:32.635142] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:32.635167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:32.635224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:32.693048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:32.694155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:32.694288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:32.694322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:32.799869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:32.800092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:32.800135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:32.800163] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:32.803899] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-04T20:38:32.804193] [INFO ] [FORECASTER] Completed predict_future for ISPO
[2025-12-04T20:38:32.804322] [INFO ] [sig       ] ISPO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:32.945747] [INFO ] [LOCAL     ] Saved forecast: ISPO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ISPO.txt
[2025-12-04T20:38:32.945919] [INFO ] [sig       ] [1679/3547] Completed ISPO in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:32.945959] [INFO ] [sig       ] [1680/3547] Forecasting ISRG...
[2025-12-04T20:38:32.945987] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-04T20:38:32.946019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-04T20:38:32.958858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-04T20:38:32.959320] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-04T20:38:32.960211] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-04T20:38:32.960262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:32.960292] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:32.960317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:32.960393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:33.016187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:33.017192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:33.017287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:33.017345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:33.136244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:33.136467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:33.136511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:33.136539] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:33.140295] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-04T20:38:33.140606] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-04T20:38:33.140736] [INFO ] [sig       ] ISRG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:33.283523] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ISRG.txt
[2025-12-04T20:38:33.283727] [INFO ] [sig       ] [1680/3547] Completed ISRG in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:33.283776] [INFO ] [sig       ] [1681/3547] Forecasting ISSC...
[2025-12-04T20:38:33.283825] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-04T20:38:33.283868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-04T20:38:33.296921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-04T20:38:33.297281] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-04T20:38:33.298147] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-04T20:38:33.298197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:33.298228] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:33.298253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:33.298333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:33.353974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:33.354967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:33.355060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:33.355091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:33.477863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:33.478094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:33.478139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:33.478166] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:33.481972] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-04T20:38:33.482265] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-04T20:38:33.482393] [INFO ] [sig       ] ISSC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:33.624244] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ISSC.txt
[2025-12-04T20:38:33.624469] [INFO ] [sig       ] [1681/3547] Completed ISSC in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:33.624514] [INFO ] [sig       ] [1682/3547] Forecasting ISTB...
[2025-12-04T20:38:33.624544] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-04T20:38:33.624600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-04T20:38:33.638536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-04T20:38:33.639056] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-04T20:38:33.639922] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-04T20:38:33.639992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:33.640024] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:33.640050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:33.640105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:33.696782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:33.697915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:33.698007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:33.698038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:33.817247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:33.817481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:33.817524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:33.817553] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:33.821401] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-12-04T20:38:33.821749] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-04T20:38:33.821881] [INFO ] [sig       ] ISTB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:33.961391] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ISTB.txt
[2025-12-04T20:38:33.961653] [INFO ] [sig       ] [1682/3547] Completed ISTB in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:33.961699] [INFO ] [sig       ] [1683/3547] Forecasting ITIC...
[2025-12-04T20:38:33.961728] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-04T20:38:33.961758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-04T20:38:33.974794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-04T20:38:33.975169] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-04T20:38:33.976267] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-04T20:38:33.976321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:33.976353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:33.976378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:33.976435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:34.032523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:34.033462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:34.033559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:34.033612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:34.141150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:34.141379] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:38:34.141425] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:34.141452] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:34.145554] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-04T20:38:34.145931] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-04T20:38:34.146081] [INFO ] [sig       ] ITIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:34.284918] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ITIC.txt
[2025-12-04T20:38:34.285079] [INFO ] [sig       ] [1683/3547] Completed ITIC in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:34.285118] [INFO ] [sig       ] [1684/3547] Forecasting ITRI...
[2025-12-04T20:38:34.285146] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-04T20:38:34.285175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-04T20:38:34.298259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-04T20:38:34.298749] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-04T20:38:34.299638] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-04T20:38:34.299690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:34.299722] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:34.299749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:34.299804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:34.355743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:34.356461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:34.356546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:34.356596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:34.477538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:34.477787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:34.477831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:34.477858] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:34.481665] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-04T20:38:34.481968] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-04T20:38:34.482116] [INFO ] [sig       ] ITRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:34.621388] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ITRI.txt
[2025-12-04T20:38:34.621597] [INFO ] [sig       ] [1684/3547] Completed ITRI in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:34.621640] [INFO ] [sig       ] [1685/3547] Forecasting ITRN...
[2025-12-04T20:38:34.621670] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-04T20:38:34.621699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-04T20:38:34.634673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-04T20:38:34.635150] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-04T20:38:34.636009] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-04T20:38:34.636061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:34.636092] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:34.636117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:34.636173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:34.693602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:34.694716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:34.694821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:34.694853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:34.822725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:34.822960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:34.823006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:34.823035] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:34.826882] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=60.37%)
[2025-12-04T20:38:34.827183] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-04T20:38:34.827316] [INFO ] [sig       ] ITRN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:34.969855] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ITRN.txt
[2025-12-04T20:38:34.970044] [INFO ] [sig       ] [1685/3547] Completed ITRN in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:34.970084] [INFO ] [sig       ] [1686/3547] Forecasting ITUB...
[2025-12-04T20:38:34.970114] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-04T20:38:34.970144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-04T20:38:34.982933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-04T20:38:34.983410] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-04T20:38:34.984314] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-04T20:38:34.984367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:34.984442] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:34.984479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:34.984553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:35.043168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:35.044268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:35.044378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:35.044421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:35.170618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:35.170850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:35.170896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:35.170922] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:35.174661] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-12-04T20:38:35.174972] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-04T20:38:35.175100] [INFO ] [sig       ] ITUB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:35.316503] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ITUB.txt
[2025-12-04T20:38:35.316713] [INFO ] [sig       ] [1686/3547] Completed ITUB in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:35.316758] [INFO ] [sig       ] [1687/3547] Forecasting IUS...
[2025-12-04T20:38:35.316788] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-04T20:38:35.316822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-04T20:38:35.330097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-04T20:38:35.330550] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-04T20:38:35.331404] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-04T20:38:35.331458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:35.331490] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:35.331515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:35.331589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:35.388246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:35.389275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:35.389368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:35.389402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:35.510335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:35.510589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:35.510637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:35.510666] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:35.514666] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-04T20:38:35.514977] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-04T20:38:35.515111] [INFO ] [sig       ] IUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:35.655181] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IUS.txt
[2025-12-04T20:38:35.655373] [INFO ] [sig       ] [1687/3547] Completed IUS in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:35.655411] [INFO ] [sig       ] [1688/3547] Forecasting IUSB...
[2025-12-04T20:38:35.655438] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-04T20:38:35.655469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-04T20:38:35.668516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-04T20:38:35.668955] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-04T20:38:35.669860] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-04T20:38:35.669912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:35.669943] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:35.669968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:35.670025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:35.726783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:35.727839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:35.727961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:35.727993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:35.856392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:35.856644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:35.856691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:35.856721] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:35.860674] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=77.22%)
[2025-12-04T20:38:35.861075] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-04T20:38:35.861227] [INFO ] [sig       ] IUSB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:36.000799] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IUSB.txt
[2025-12-04T20:38:36.000997] [INFO ] [sig       ] [1688/3547] Completed IUSB in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:36.001036] [INFO ] [sig       ] [1689/3547] Forecasting IUSG...
[2025-12-04T20:38:36.001064] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-04T20:38:36.001097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-04T20:38:36.017256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-04T20:38:36.017926] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-04T20:38:36.019097] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-04T20:38:36.019165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:36.019205] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:36.019236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:36.019313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:36.093332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:36.094268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:36.094354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:36.094385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:36.218021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:36.218219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:36.218297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:36.218376] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:36.221812] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-04T20:38:36.222099] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-04T20:38:36.222223] [INFO ] [sig       ] IUSG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:36.368223] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IUSG.txt
[2025-12-04T20:38:36.371324] [INFO ] [sig       ] [1689/3547] Completed IUSG in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:36.371370] [INFO ] [sig       ] [1690/3547] Forecasting IVAL...
[2025-12-04T20:38:36.371402] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-04T20:38:36.371434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-04T20:38:36.384207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-04T20:38:36.384612] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-04T20:38:36.385511] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-04T20:38:36.385562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:36.385623] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:36.385649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:36.385704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:36.443476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:36.444657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:36.444764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:36.444806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:36.572332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:36.572566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:36.572634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:36.572664] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:36.576813] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-04T20:38:36.577139] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-04T20:38:36.577291] [INFO ] [sig       ] IVAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:36.726214] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/IVAL.txt
[2025-12-04T20:38:36.726459] [INFO ] [sig       ] [1690/3547] Completed IVAL in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:36.726503] [INFO ] [sig       ] [1691/3547] Forecasting IVZ...
[2025-12-04T20:38:36.726533] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-04T20:38:36.726566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-04T20:38:36.741393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-04T20:38:36.742007] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-04T20:38:36.742907] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-04T20:38:36.742958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:36.742989] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:36.743015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:36.743072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:36.801075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:36.802169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:36.802266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:36.802299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:36.925839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:36.926067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:36.926111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:36.926140] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:36.930283] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=58.84%)
[2025-12-04T20:38:36.930606] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-04T20:38:36.930745] [INFO ] [sig       ] IVZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:37.067507] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IVZ.txt
[2025-12-04T20:38:37.067731] [INFO ] [sig       ] [1691/3547] Completed IVZ in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:37.067779] [INFO ] [sig       ] [1692/3547] Forecasting IX...
[2025-12-04T20:38:37.067811] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-04T20:38:37.067850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-04T20:38:37.080459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-04T20:38:37.080908] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-04T20:38:37.081776] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-04T20:38:37.081826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:37.081857] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:37.081882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:37.081936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:37.137796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:37.139108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:37.139211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:37.139254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:37.263245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:37.263473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:37.263516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:37.263543] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:37.266934] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-04T20:38:37.267206] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-04T20:38:37.267329] [INFO ] [sig       ] IX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:37.408760] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IX.txt
[2025-12-04T20:38:37.408916] [INFO ] [sig       ] [1692/3547] Completed IX in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:37.408954] [INFO ] [sig       ] [1693/3547] Forecasting IXUS...
[2025-12-04T20:38:37.408981] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-04T20:38:37.409010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-04T20:38:37.420137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-04T20:38:37.420528] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-04T20:38:37.421312] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-04T20:38:37.421363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:37.421409] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:37.421436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:37.421489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:37.476319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:37.477147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:37.477228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:37.477259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:37.605226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:37.605456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:37.605503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:37.605534] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:37.609479] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-04T20:38:37.609821] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-04T20:38:37.609965] [INFO ] [sig       ] IXUS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:37.753702] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IXUS.txt
[2025-12-04T20:38:37.753890] [INFO ] [sig       ] [1693/3547] Completed IXUS in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:37.753931] [INFO ] [sig       ] [1694/3547] Forecasting IZEA...
[2025-12-04T20:38:37.753959] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-04T20:38:37.753988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-04T20:38:37.766021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-04T20:38:37.766336] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-04T20:38:37.767139] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-04T20:38:37.767188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:37.767218] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:37.767242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:37.767296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:37.825496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:37.826374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:37.826459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:37.826492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:37.939957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:37.940096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:37.940133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:37.940158] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:37.943423] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-12-04T20:38:37.943725] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-04T20:38:37.943853] [INFO ] [sig       ] IZEA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:38.080615] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/IZEA.txt
[2025-12-04T20:38:38.080734] [INFO ] [sig       ] [1694/3547] Completed IZEA in 0.3s | 2.93 sym/s | Total: 9.6m | ETA: 10.6m
[2025-12-04T20:38:38.080770] [INFO ] [sig       ] [1695/3547] Forecasting J...
[2025-12-04T20:38:38.080796] [INFO ] [sig       ] Generating forecast for: J
[2025-12-04T20:38:38.080825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-04T20:38:38.093033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-04T20:38:38.093339] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-04T20:38:38.094138] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-04T20:38:38.094188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:38.094217] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:38.094241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:38.094294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:38.150527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:38.151271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:38.151351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:38.151382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:38.271382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:38.271528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:38.271566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:38.271611] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:38.274976] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-04T20:38:38.275242] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-04T20:38:38.275367] [INFO ] [sig       ] J: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:38.409878] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/J.txt
[2025-12-04T20:38:38.409991] [INFO ] [sig       ] [1695/3547] Completed J in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:38.410027] [INFO ] [sig       ] [1696/3547] Forecasting JACK...
[2025-12-04T20:38:38.410054] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-04T20:38:38.410081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-04T20:38:38.421203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-04T20:38:38.421462] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-04T20:38:38.422229] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-04T20:38:38.422278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:38.422307] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:38.422333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:38.422387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:38.479174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:38.479901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:38.480007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:38.480039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:38.597903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:38.598057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:38.598098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:38.598126] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:38.601462] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=60.41%)
[2025-12-04T20:38:38.601750] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-04T20:38:38.601881] [INFO ] [sig       ] JACK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:38.749285] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JACK.txt
[2025-12-04T20:38:38.749445] [INFO ] [sig       ] [1696/3547] Completed JACK in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:38.749490] [INFO ] [sig       ] [1697/3547] Forecasting JAGX...
[2025-12-04T20:38:38.749517] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-04T20:38:38.749547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-04T20:38:38.760821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-04T20:38:38.761156] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-04T20:38:38.761928] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-04T20:38:38.761977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:38.762008] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:38.762033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:38.762087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:38.818168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:38.819074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:38.819160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:38.819192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:38.934779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:38.934934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:38.934973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:38.935000] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:38.938693] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: DOWN (p=18.86%)
[2025-12-04T20:38:38.939014] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-04T20:38:38.939149] [INFO ] [sig       ] JAGX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:39.077848] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JAGX.txt
[2025-12-04T20:38:39.077995] [INFO ] [sig       ] [1697/3547] Completed JAGX in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:39.078034] [INFO ] [sig       ] [1698/3547] Forecasting JAKK...
[2025-12-04T20:38:39.078062] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-04T20:38:39.078091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-04T20:38:39.092542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-04T20:38:39.092999] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-04T20:38:39.094061] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-04T20:38:39.094125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:39.094172] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:39.094213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:39.094297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:39.151411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:39.152280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:39.152361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:39.152394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:39.285678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:39.285825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:39.285863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:39.285890] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:39.289143] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-04T20:38:39.289402] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-04T20:38:39.289536] [INFO ] [sig       ] JAKK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:39.430538] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JAKK.txt
[2025-12-04T20:38:39.430712] [INFO ] [sig       ] [1698/3547] Completed JAKK in 0.4s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:39.430753] [INFO ] [sig       ] [1699/3547] Forecasting JAMF...
[2025-12-04T20:38:39.430781] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-04T20:38:39.430811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-04T20:38:39.442925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-04T20:38:39.443262] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-04T20:38:39.444057] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-04T20:38:39.444109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:39.444141] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:39.444169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:39.444226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:39.500950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:39.501826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:39.501907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:39.501940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:39.620513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:39.620688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:39.620727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:39.620754] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:39.623997] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-04T20:38:39.624264] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-04T20:38:39.624381] [INFO ] [sig       ] JAMF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:39.764512] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JAMF.txt
[2025-12-04T20:38:39.764715] [INFO ] [sig       ] [1699/3547] Completed JAMF in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:39.764759] [INFO ] [sig       ] [1700/3547] Forecasting JANX...
[2025-12-04T20:38:39.764786] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-04T20:38:39.764815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-04T20:38:39.775855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-04T20:38:39.776156] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-04T20:38:39.776946] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-04T20:38:39.776997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:39.777028] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:39.777054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:39.777109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:39.836109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:39.836985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:39.837066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:39.837097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:39.957685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:39.957837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:39.957895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:39.957926] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:39.961259] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-04T20:38:39.961526] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-04T20:38:39.961679] [INFO ] [sig       ] JANX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:40.110783] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JANX.txt
[2025-12-04T20:38:40.110937] [INFO ] [sig       ] [1700/3547] Completed JANX in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:40.110976] [INFO ] [sig       ] [1701/3547] Forecasting JAZZ...
[2025-12-04T20:38:40.111004] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-04T20:38:40.111040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-04T20:38:40.122386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-04T20:38:40.122734] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-04T20:38:40.123484] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-04T20:38:40.123533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:40.123562] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:40.123607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:40.123661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:40.178370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:40.179068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:40.179146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:40.179175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:40.300885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:40.301033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:40.301072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:40.301098] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:40.304862] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-04T20:38:40.305178] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-04T20:38:40.305323] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:40.488914] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JAZZ.txt
[2025-12-04T20:38:40.489044] [INFO ] [sig       ] [1701/3547] Completed JAZZ in 0.4s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:40.489080] [INFO ] [sig       ] [1702/3547] Forecasting JBGS...
[2025-12-04T20:38:40.489108] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-04T20:38:40.489136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-04T20:38:40.500017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-04T20:38:40.500301] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-04T20:38:40.501124] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-04T20:38:40.501177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:40.501211] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:40.501238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:40.501295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:40.557360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:40.557962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:40.558046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:40.558078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:40.679242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:40.679352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:40.679390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:40.679420] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:40.682624] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-04T20:38:40.682886] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-04T20:38:40.683006] [INFO ] [sig       ] JBGS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:40.819950] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JBGS.txt
[2025-12-04T20:38:40.820058] [INFO ] [sig       ] [1702/3547] Completed JBGS in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:40.820095] [INFO ] [sig       ] [1703/3547] Forecasting JBI...
[2025-12-04T20:38:40.820126] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-04T20:38:40.820156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-04T20:38:40.834620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-04T20:38:40.834950] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-04T20:38:40.835935] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-04T20:38:40.835988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:40.836054] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:40.836093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:40.836171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:40.893943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:40.894633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:40.894709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:40.894741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:41.009240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:41.009343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:41.009378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:41.009405] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:41.012487] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-04T20:38:41.012761] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-04T20:38:41.012876] [INFO ] [sig       ] JBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:41.149689] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JBI.txt
[2025-12-04T20:38:41.149800] [INFO ] [sig       ] [1703/3547] Completed JBI in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:41.149836] [INFO ] [sig       ] [1704/3547] Forecasting JBL...
[2025-12-04T20:38:41.149863] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-04T20:38:41.149891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-04T20:38:41.160795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-04T20:38:41.161064] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-04T20:38:41.161854] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-04T20:38:41.161907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:41.161950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:41.161978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:41.162034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:41.217226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:41.217812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:41.217887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:41.217917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:41.335946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:41.336046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:41.336083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:41.336110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:41.339257] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-04T20:38:41.339509] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-04T20:38:41.339645] [INFO ] [sig       ] JBL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:41.478551] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JBL.txt
[2025-12-04T20:38:41.478687] [INFO ] [sig       ] [1704/3547] Completed JBL in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:41.478723] [INFO ] [sig       ] [1705/3547] Forecasting JBND...
[2025-12-04T20:38:41.478750] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-04T20:38:41.478778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-04T20:38:41.490068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-04T20:38:41.490363] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-04T20:38:41.491185] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-04T20:38:41.491237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:41.491270] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:41.491296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:41.491353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:41.546551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:41.547145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:41.547218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:41.547248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:41.661786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:41.661906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:41.661946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:41.661975] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:41.665250] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-04T20:38:41.665510] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-04T20:38:41.665653] [INFO ] [sig       ] JBND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:41.801942] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JBND.txt
[2025-12-04T20:38:41.802062] [INFO ] [sig       ] [1705/3547] Completed JBND in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:41.802097] [INFO ] [sig       ] [1706/3547] Forecasting JBSS...
[2025-12-04T20:38:41.802125] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-04T20:38:41.802153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-04T20:38:41.813481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-04T20:38:41.813808] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-04T20:38:41.814629] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-04T20:38:41.814680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:41.814712] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:41.814739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:41.814795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:41.869898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:41.870485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:41.870558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:41.870605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:41.987807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:41.987952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:41.987989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:41.988056] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:41.991431] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-04T20:38:41.991707] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-04T20:38:41.991832] [INFO ] [sig       ] JBSS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:42.133063] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JBSS.txt
[2025-12-04T20:38:42.133274] [INFO ] [sig       ] [1706/3547] Completed JBSS in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:42.133316] [INFO ] [sig       ] [1707/3547] Forecasting JCE...
[2025-12-04T20:38:42.133344] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-04T20:38:42.133377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-04T20:38:42.146151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-04T20:38:42.146537] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-04T20:38:42.147498] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-04T20:38:42.147549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:42.147600] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:42.147627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:42.147691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:42.207311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:42.208421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:42.208530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:42.208563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:42.325060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:42.325245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:42.325286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:42.325312] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:42.328956] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-04T20:38:42.329275] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-04T20:38:42.329415] [INFO ] [sig       ] JCE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:42.487049] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JCE.txt
[2025-12-04T20:38:42.487261] [INFO ] [sig       ] [1707/3547] Completed JCE in 0.4s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:42.487303] [INFO ] [sig       ] [1708/3547] Forecasting JCI...
[2025-12-04T20:38:42.487346] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-04T20:38:42.487381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-04T20:38:42.500395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-04T20:38:42.500799] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-04T20:38:42.501689] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-04T20:38:42.501740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:42.501771] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:42.501796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:42.501852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:42.558455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:42.559624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:42.559721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:42.559753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:42.682482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:42.682729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:42.682774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:42.682802] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:42.686825] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=35.49%)
[2025-12-04T20:38:42.687173] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-04T20:38:42.687324] [INFO ] [sig       ] JCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:42.832745] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JCI.txt
[2025-12-04T20:38:42.832945] [INFO ] [sig       ] [1708/3547] Completed JCI in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:42.832986] [INFO ] [sig       ] [1709/3547] Forecasting JD...
[2025-12-04T20:38:42.833049] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-04T20:38:42.833085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-04T20:38:42.846464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-04T20:38:42.846956] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-04T20:38:42.847880] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-04T20:38:42.847931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:42.847962] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:42.847988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:42.848045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:42.907598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:42.908831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:42.908937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:42.908969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:43.031316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:43.031551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:43.031627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:43.031659] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:43.035460] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-04T20:38:43.035775] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-04T20:38:43.035916] [INFO ] [sig       ] JD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:43.173509] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JD.txt
[2025-12-04T20:38:43.173730] [INFO ] [sig       ] [1709/3547] Completed JD in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:43.173771] [INFO ] [sig       ] [1710/3547] Forecasting JDZG...
[2025-12-04T20:38:43.173800] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-04T20:38:43.173830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-04T20:38:43.186318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-04T20:38:43.186777] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-04T20:38:43.187651] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-04T20:38:43.187701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:43.187732] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:43.187757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:43.187814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:43.243203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:43.244284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:43.244378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:43.244409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:43.367651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:43.367877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:43.367923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:43.367950] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:43.371895] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-04T20:38:43.372196] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-04T20:38:43.372334] [INFO ] [sig       ] JDZG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:43.516070] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JDZG.txt
[2025-12-04T20:38:43.516270] [INFO ] [sig       ] [1710/3547] Completed JDZG in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:43.516310] [INFO ] [sig       ] [1711/3547] Forecasting JEF...
[2025-12-04T20:38:43.516337] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-04T20:38:43.516368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-04T20:38:43.529726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-04T20:38:43.530223] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-04T20:38:43.531060] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-04T20:38:43.531113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:43.531143] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:43.531168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:43.531222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:43.589417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:43.590335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:43.590421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:43.590453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:43.718951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:43.719114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:43.719153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:43.719198] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:43.722553] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-12-04T20:38:43.722862] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-04T20:38:43.722990] [INFO ] [sig       ] JEF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:43.859944] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JEF.txt
[2025-12-04T20:38:43.860093] [INFO ] [sig       ] [1711/3547] Completed JEF in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:43.860130] [INFO ] [sig       ] [1712/3547] Forecasting JELD...
[2025-12-04T20:38:43.860158] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-04T20:38:43.860186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-04T20:38:43.870395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-04T20:38:43.870679] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-04T20:38:43.871428] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-04T20:38:43.871477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:43.871506] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:43.871531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:43.871603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:43.929246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:43.929906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:43.929986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:43.930018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:44.048919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:44.049056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:44.049095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:44.049122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:44.052352] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-04T20:38:44.052623] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-04T20:38:44.052740] [INFO ] [sig       ] JELD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:44.188205] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JELD.txt
[2025-12-04T20:38:44.188337] [INFO ] [sig       ] [1712/3547] Completed JELD in 0.3s | 2.93 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-04T20:38:44.188372] [INFO ] [sig       ] [1713/3547] Forecasting JEPQ...
[2025-12-04T20:38:44.188399] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-04T20:38:44.188427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-04T20:38:44.199320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-04T20:38:44.199596] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-04T20:38:44.200350] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-04T20:38:44.200399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:44.200428] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:44.200454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:44.200507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:44.255522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:44.256152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:44.256267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:44.256299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:44.381500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:44.381643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:44.381682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:44.381709] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:44.384914] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-04T20:38:44.385172] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-04T20:38:44.385287] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:44.521269] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JEPQ.txt
[2025-12-04T20:38:44.521380] [INFO ] [sig       ] [1713/3547] Completed JEPQ in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:44.521415] [INFO ] [sig       ] [1714/3547] Forecasting JFIN...
[2025-12-04T20:38:44.521444] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-04T20:38:44.521473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-04T20:38:44.532952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-04T20:38:44.533232] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-04T20:38:44.533997] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-04T20:38:44.534046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:44.534076] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:44.534101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:44.534155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:44.589035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:44.589644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:44.589719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:44.589749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:44.712109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:44.712269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:44.712312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:44.712340] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:44.715669] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-04T20:38:44.715925] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-04T20:38:44.716038] [INFO ] [sig       ] JFIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:44.851487] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JFIN.txt
[2025-12-04T20:38:44.851637] [INFO ] [sig       ] [1714/3547] Completed JFIN in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:44.851677] [INFO ] [sig       ] [1715/3547] Forecasting JGLO...
[2025-12-04T20:38:44.851705] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-04T20:38:44.851732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-04T20:38:44.862874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-04T20:38:44.863235] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-04T20:38:44.864059] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-04T20:38:44.864111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:44.864140] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:44.864164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:44.864232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:44.919537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:44.920437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:44.920526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:44.920557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:45.037486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:45.037653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:45.037693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:45.037719] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:45.041004] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-04T20:38:45.041266] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-04T20:38:45.041383] [INFO ] [sig       ] JGLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:45.176596] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JGLO.txt
[2025-12-04T20:38:45.176710] [INFO ] [sig       ] [1715/3547] Completed JGLO in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:45.176746] [INFO ] [sig       ] [1716/3547] Forecasting JHG...
[2025-12-04T20:38:45.176773] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-04T20:38:45.176801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-04T20:38:45.187655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-04T20:38:45.187929] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-04T20:38:45.188759] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-04T20:38:45.188809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:45.188841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:45.188867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:45.188921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:45.244666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:45.245222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:45.245295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:45.245325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:45.364891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:45.365053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:45.365094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:45.365122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:45.368546] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-04T20:38:45.368852] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-04T20:38:45.368988] [INFO ] [sig       ] JHG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:45.508681] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JHG.txt
[2025-12-04T20:38:45.508843] [INFO ] [sig       ] [1716/3547] Completed JHG in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:45.508889] [INFO ] [sig       ] [1717/3547] Forecasting JHI...
[2025-12-04T20:38:45.508923] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-04T20:38:45.508957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-04T20:38:45.520611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-04T20:38:45.520939] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-04T20:38:45.521751] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-04T20:38:45.521812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:45.521844] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:45.521868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:45.521926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:45.576283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:45.576930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:45.577007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:45.577036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:45.682450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:45.682616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:45.682658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:45.682685] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:45.685992] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-12-04T20:38:45.686258] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-04T20:38:45.686375] [INFO ] [sig       ] JHI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:45.820829] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JHI.txt
[2025-12-04T20:38:45.820964] [INFO ] [sig       ] [1717/3547] Completed JHI in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:45.821000] [INFO ] [sig       ] [1718/3547] Forecasting JHX...
[2025-12-04T20:38:45.821029] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-04T20:38:45.821056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-04T20:38:45.835909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-04T20:38:45.836387] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-04T20:38:45.837429] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-04T20:38:45.837492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:45.837532] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:45.837569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:45.837670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:45.895161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:45.895827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:45.895908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:45.895939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:46.012652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:46.012809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:46.012847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:46.012873] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:46.016146] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-04T20:38:46.016410] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-04T20:38:46.016529] [INFO ] [sig       ] JHX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:46.154464] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JHX.txt
[2025-12-04T20:38:46.154611] [INFO ] [sig       ] [1718/3547] Completed JHX in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:46.154650] [INFO ] [sig       ] [1719/3547] Forecasting JILL...
[2025-12-04T20:38:46.154677] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-04T20:38:46.154705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-04T20:38:46.165990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-04T20:38:46.166254] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-04T20:38:46.167012] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-04T20:38:46.167062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:46.167091] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:46.167117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:46.167170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:46.222376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:46.223061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:46.223136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:46.223167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:46.338585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:46.338737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:46.338775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:46.338802] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:46.342033] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=39.86%)
[2025-12-04T20:38:46.342286] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-04T20:38:46.342401] [INFO ] [sig       ] JILL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:46.508057] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JILL.txt
[2025-12-04T20:38:46.508183] [INFO ] [sig       ] [1719/3547] Completed JILL in 0.4s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:46.508220] [INFO ] [sig       ] [1720/3547] Forecasting JIVE...
[2025-12-04T20:38:46.508248] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-04T20:38:46.508290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-04T20:38:46.518990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-04T20:38:46.519261] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-04T20:38:46.520018] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-04T20:38:46.520068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:46.520125] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:46.520152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:46.520207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:46.578865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:46.579564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:46.579654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:46.579685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:46.695868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:46.696017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:46.696056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:46.696083] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:46.699396] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-04T20:38:46.699683] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-04T20:38:46.699806] [INFO ] [sig       ] JIVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:46.838973] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JIVE.txt
[2025-12-04T20:38:46.839487] [INFO ] [sig       ] [1720/3547] Completed JIVE in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:46.839534] [INFO ] [sig       ] [1721/3547] Forecasting JJSF...
[2025-12-04T20:38:46.839566] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-04T20:38:46.839617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-04T20:38:46.852897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-04T20:38:46.853282] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-04T20:38:46.854247] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-04T20:38:46.854300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:46.854331] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:46.854357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:46.854433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:46.912594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:46.913351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:46.913436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:46.913468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:47.037307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:47.037472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:47.037513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:47.037541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:47.040983] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-04T20:38:47.041253] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-04T20:38:47.041379] [INFO ] [sig       ] JJSF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:47.181156] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JJSF.txt
[2025-12-04T20:38:47.181300] [INFO ] [sig       ] [1721/3547] Completed JJSF in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:47.181338] [INFO ] [sig       ] [1722/3547] Forecasting JKHY...
[2025-12-04T20:38:47.181367] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-04T20:38:47.181395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-04T20:38:47.193336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-04T20:38:47.193629] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-04T20:38:47.194432] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-04T20:38:47.194483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:47.194513] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:47.194539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:47.194617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:47.252191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:47.252847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:47.252926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:47.252958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:47.374395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:47.374532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:47.374586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:47.374618] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:47.377999] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-04T20:38:47.378303] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-04T20:38:47.378439] [INFO ] [sig       ] JKHY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:47.517227] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JKHY.txt
[2025-12-04T20:38:47.517356] [INFO ] [sig       ] [1722/3547] Completed JKHY in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:47.517394] [INFO ] [sig       ] [1723/3547] Forecasting JKS...
[2025-12-04T20:38:47.517422] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-04T20:38:47.517451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-04T20:38:47.528816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-04T20:38:47.529084] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-04T20:38:47.529848] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-04T20:38:47.529907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:47.529944] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:47.529975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:47.530041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:47.584903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:47.585493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:47.585565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:47.585613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:47.699648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:47.699770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:47.699805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:47.699862] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:47.703072] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-04T20:38:47.703330] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-04T20:38:47.703447] [INFO ] [sig       ] JKS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:47.839867] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JKS.txt
[2025-12-04T20:38:47.839977] [INFO ] [sig       ] [1723/3547] Completed JKS in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:47.840012] [INFO ] [sig       ] [1724/3547] Forecasting JLL...
[2025-12-04T20:38:47.840040] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-04T20:38:47.840067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-04T20:38:47.851242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-04T20:38:47.851513] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-04T20:38:47.852271] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-04T20:38:47.852321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:47.852352] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:47.852378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:47.852432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:47.907074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:47.907672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:47.907744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:47.907775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:48.027972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:48.028139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:48.028196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:48.028224] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:48.031635] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-12-04T20:38:48.031924] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-04T20:38:48.032055] [INFO ] [sig       ] JLL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:48.168068] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JLL.txt
[2025-12-04T20:38:48.168188] [INFO ] [sig       ] [1724/3547] Completed JLL in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:48.168223] [INFO ] [sig       ] [1725/3547] Forecasting JLS...
[2025-12-04T20:38:48.168251] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-04T20:38:48.168295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-04T20:38:48.178990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-04T20:38:48.179228] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-04T20:38:48.179977] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-04T20:38:48.180026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:48.180055] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:48.180080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:48.180135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:48.234988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:48.235560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:48.235651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:48.235681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:48.342872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:48.342977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:48.343011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:48.343043] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:48.346089] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-04T20:38:48.346339] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-04T20:38:48.346453] [INFO ] [sig       ] JLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:48.482750] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JLS.txt
[2025-12-04T20:38:48.482854] [INFO ] [sig       ] [1725/3547] Completed JLS in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:48.482889] [INFO ] [sig       ] [1726/3547] Forecasting JMIA...
[2025-12-04T20:38:48.482915] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-04T20:38:48.482944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-04T20:38:48.494610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-04T20:38:48.494867] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-04T20:38:48.495613] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-04T20:38:48.495662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:48.495708] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:48.495733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:48.495787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:48.550658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:48.551245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:48.551317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:48.551346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:48.672775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:48.672887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:48.672922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:48.672948] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:48.676027] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-12-04T20:38:48.676280] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-04T20:38:48.676396] [INFO ] [sig       ] JMIA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:48.814763] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JMIA.txt
[2025-12-04T20:38:48.814875] [INFO ] [sig       ] [1726/3547] Completed JMIA in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:48.814911] [INFO ] [sig       ] [1727/3547] Forecasting JMSB...
[2025-12-04T20:38:48.814937] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-04T20:38:48.814969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-04T20:38:48.825922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-04T20:38:48.826159] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-04T20:38:48.827037] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-04T20:38:48.827087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:48.827117] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:48.827143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:48.827196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:48.883012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:48.883568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:48.883657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:48.883687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:48.984098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:48.984191] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:38:48.984227] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:48.984253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:48.987251] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-12-04T20:38:48.987498] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-04T20:38:48.987630] [INFO ] [sig       ] JMSB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:49.127400] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JMSB.txt
[2025-12-04T20:38:49.127556] [INFO ] [sig       ] [1727/3547] Completed JMSB in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:49.127616] [INFO ] [sig       ] [1728/3547] Forecasting JNJ...
[2025-12-04T20:38:49.127645] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-04T20:38:49.127676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-04T20:38:49.139547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-04T20:38:49.139822] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-04T20:38:49.140551] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-04T20:38:49.140621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:49.140664] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:49.140691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:49.140744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:49.196237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:49.196830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:49.196903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:49.196933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:49.320131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:49.320238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:49.320274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:49.320300] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:49.323357] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-04T20:38:49.323624] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-04T20:38:49.323740] [INFO ] [sig       ] JNJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:49.459964] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JNJ.txt
[2025-12-04T20:38:49.460067] [INFO ] [sig       ] [1728/3547] Completed JNJ in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-04T20:38:49.460102] [INFO ] [sig       ] [1729/3547] Forecasting JOBY...
[2025-12-04T20:38:49.460129] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-04T20:38:49.460157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-04T20:38:49.471538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-04T20:38:49.471811] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-04T20:38:49.472534] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-04T20:38:49.472609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:49.472641] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:49.472666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:49.472720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:49.531430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:49.532062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:49.532146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:49.532178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:49.649199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:49.649307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:49.649341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:49.649368] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:49.652473] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-12-04T20:38:49.652748] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-04T20:38:49.652863] [INFO ] [sig       ] JOBY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:49.794924] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JOBY.txt
[2025-12-04T20:38:49.795106] [INFO ] [sig       ] [1729/3547] Completed JOBY in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-04T20:38:49.795148] [INFO ] [sig       ] [1730/3547] Forecasting JOE...
[2025-12-04T20:38:49.795175] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-04T20:38:49.795204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-04T20:38:49.808924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-04T20:38:49.809461] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-04T20:38:49.810407] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-04T20:38:49.810460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:49.810493] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:49.810520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:49.810595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:49.866165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:49.867156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:49.867329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:49.867362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:49.989300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:49.989530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:49.989594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:49.989627] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:49.993348] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=12.45%)
[2025-12-04T20:38:49.993668] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-04T20:38:49.993804] [INFO ] [sig       ] JOE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:50.134193] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JOE.txt
[2025-12-04T20:38:50.134382] [INFO ] [sig       ] [1730/3547] Completed JOE in 0.3s | 2.93 sym/s | Total: 9.8m | ETA: 10.3m
[2025-12-04T20:38:50.134431] [INFO ] [sig       ] [1731/3547] Forecasting JOF...
[2025-12-04T20:38:50.134463] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-04T20:38:50.134497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-04T20:38:50.148464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-04T20:38:50.148941] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-04T20:38:50.149867] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-04T20:38:50.149919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:50.149951] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:50.149977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:50.150039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:50.208609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:50.209901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:50.210023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:50.210056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:50.327113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:50.327343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:50.327388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:50.327418] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:50.331200] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-12-04T20:38:50.331500] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-04T20:38:50.331654] [INFO ] [sig       ] JOF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:50.473294] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JOF.txt
[2025-12-04T20:38:50.473520] [INFO ] [sig       ] [1731/3547] Completed JOF in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:50.473622] [INFO ] [sig       ] [1732/3547] Forecasting JPC...
[2025-12-04T20:38:50.473661] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-04T20:38:50.473692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-04T20:38:50.490330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-04T20:38:50.490913] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-04T20:38:50.492022] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-04T20:38:50.492082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:50.492120] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:50.492151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:50.492229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:50.550202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:50.551415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:50.551518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:50.551549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:50.674074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:50.674322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:50.674378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:50.674406] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:50.678351] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-12-04T20:38:50.678708] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-04T20:38:50.678859] [INFO ] [sig       ] JPC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:50.828772] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JPC.txt
[2025-12-04T20:38:50.828967] [INFO ] [sig       ] [1732/3547] Completed JPC in 0.4s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:50.829007] [INFO ] [sig       ] [1733/3547] Forecasting JPEF...
[2025-12-04T20:38:50.829035] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-04T20:38:50.829066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-04T20:38:50.845300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-04T20:38:50.845983] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-04T20:38:50.847296] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-04T20:38:50.847366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:50.847407] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:50.847440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:50.847520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:50.914124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:50.915259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:50.915354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:50.915384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:51.035972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:51.036203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:51.036247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:51.036273] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:51.039914] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=23.14%)
[2025-12-04T20:38:51.040204] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-04T20:38:51.040338] [INFO ] [sig       ] JPEF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:51.185323] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JPEF.txt
[2025-12-04T20:38:51.185529] [INFO ] [sig       ] [1733/3547] Completed JPEF in 0.4s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:51.185589] [INFO ] [sig       ] [1734/3547] Forecasting JPM...
[2025-12-04T20:38:51.185625] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-04T20:38:51.185655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-04T20:38:51.197227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-04T20:38:51.197644] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-04T20:38:51.198482] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-04T20:38:51.198536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:51.198567] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:51.198624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:51.198680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:51.256121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:51.257050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:51.257140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:51.257172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:51.390823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:51.390985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:51.391032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:51.391060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:51.394487] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-12-04T20:38:51.394765] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-04T20:38:51.394896] [INFO ] [sig       ] JPM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:51.531427] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JPM.txt
[2025-12-04T20:38:51.531567] [INFO ] [sig       ] [1734/3547] Completed JPM in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:51.531623] [INFO ] [sig       ] [1735/3547] Forecasting JQC...
[2025-12-04T20:38:51.531650] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-04T20:38:51.531680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-04T20:38:51.548066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-04T20:38:51.548749] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-04T20:38:51.549781] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-04T20:38:51.549836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:51.549870] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:51.549896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:51.549955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:51.608502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:51.609527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:51.609633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:51.609668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:51.735634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:51.735858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:51.735905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:51.735959] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:51.740046] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2025-12-04T20:38:51.740367] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-04T20:38:51.740516] [INFO ] [sig       ] JQC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:51.884659] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/JQC.txt
[2025-12-04T20:38:51.884918] [INFO ] [sig       ] [1735/3547] Completed JQC in 0.4s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:51.884984] [INFO ] [sig       ] [1736/3547] Forecasting JRI...
[2025-12-04T20:38:51.885027] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-04T20:38:51.885065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-04T20:38:51.899782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-04T20:38:51.900293] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-04T20:38:51.901249] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-04T20:38:51.901304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:51.901337] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:51.901364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:51.901422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:51.959462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:51.960560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:51.960675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:51.960708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:52.077015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:52.077234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:52.077279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:52.077309] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:52.081305] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-04T20:38:52.081664] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-04T20:38:52.081808] [INFO ] [sig       ] JRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:52.221467] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JRI.txt
[2025-12-04T20:38:52.221655] [INFO ] [sig       ] [1736/3547] Completed JRI in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:52.221698] [INFO ] [sig       ] [1737/3547] Forecasting JRS...
[2025-12-04T20:38:52.221728] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-04T20:38:52.221762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-04T20:38:52.234885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-04T20:38:52.235387] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-04T20:38:52.236229] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-04T20:38:52.236281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:52.236367] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:52.236394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:52.236449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:52.292478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:52.293421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:52.293503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:52.293553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:52.408096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:52.408235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:52.408291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:52.408321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:52.411649] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-04T20:38:52.411913] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-04T20:38:52.412033] [INFO ] [sig       ] JRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:52.551136] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JRS.txt
[2025-12-04T20:38:52.551301] [INFO ] [sig       ] [1737/3547] Completed JRS in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:52.551340] [INFO ] [sig       ] [1738/3547] Forecasting JSM...
[2025-12-04T20:38:52.551368] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-04T20:38:52.551396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-04T20:38:52.563879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-04T20:38:52.564373] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-04T20:38:52.565308] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-04T20:38:52.565364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:52.565422] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:52.565468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:52.565530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:52.625022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:52.626164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:52.626267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:52.626299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:52.743455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:52.743710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:52.743757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:52.743786] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:52.747541] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=31.43%)
[2025-12-04T20:38:52.747861] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-04T20:38:52.748001] [INFO ] [sig       ] JSM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:52.891114] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JSM.txt
[2025-12-04T20:38:52.891358] [INFO ] [sig       ] [1738/3547] Completed JSM in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:52.891408] [INFO ] [sig       ] [1739/3547] Forecasting JSMD...
[2025-12-04T20:38:52.891438] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-04T20:38:52.891468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-04T20:38:52.904267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-04T20:38:52.904652] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-04T20:38:52.905505] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-04T20:38:52.905556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:52.905619] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:52.905664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:52.905720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:52.963604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:52.964729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:52.964831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:52.964864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:53.095825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:53.096066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:53.096110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:53.096137] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:53.099840] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-04T20:38:53.100141] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-04T20:38:53.100268] [INFO ] [sig       ] JSMD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:53.240520] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JSMD.txt
[2025-12-04T20:38:53.240712] [INFO ] [sig       ] [1739/3547] Completed JSMD in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:53.240759] [INFO ] [sig       ] [1740/3547] Forecasting JSML...
[2025-12-04T20:38:53.240787] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-04T20:38:53.240819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-04T20:38:53.253305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-04T20:38:53.253715] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-04T20:38:53.254525] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-04T20:38:53.254597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:53.254629] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:53.254654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:53.254706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:53.310911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:53.311855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:53.311940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:53.311972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:53.425627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:53.425790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:53.425830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:53.425892] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:53.429418] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2025-12-04T20:38:53.429725] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-04T20:38:53.429853] [INFO ] [sig       ] JSML: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:53.565176] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JSML.txt
[2025-12-04T20:38:53.565314] [INFO ] [sig       ] [1740/3547] Completed JSML in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:53.565351] [INFO ] [sig       ] [1741/3547] Forecasting JTAI...
[2025-12-04T20:38:53.565379] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-04T20:38:53.565407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-04T20:38:53.580921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-04T20:38:53.581440] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-04T20:38:53.582370] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-04T20:38:53.582422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:53.582454] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:53.582480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:53.582538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:53.640655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:53.641821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:53.641928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:53.641960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:53.764221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:53.764453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:53.764504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:53.764541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:53.768453] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-04T20:38:53.768786] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-04T20:38:53.768921] [INFO ] [sig       ] JTAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:53.909154] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JTAI.txt
[2025-12-04T20:38:53.909345] [INFO ] [sig       ] [1741/3547] Completed JTAI in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:53.909382] [INFO ] [sig       ] [1742/3547] Forecasting JTEK...
[2025-12-04T20:38:53.909410] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-04T20:38:53.909440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-04T20:38:53.924755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-04T20:38:53.925115] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-04T20:38:53.925906] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-04T20:38:53.925955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:53.925984] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:53.926009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:53.926066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:53.981490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:53.982194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:53.982275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:53.982307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:54.100052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:54.100210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:54.100251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:54.100279] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:54.103633] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-04T20:38:54.103899] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-04T20:38:54.104019] [INFO ] [sig       ] JTEK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:54.239986] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JTEK.txt
[2025-12-04T20:38:54.240112] [INFO ] [sig       ] [1742/3547] Completed JTEK in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:54.240149] [INFO ] [sig       ] [1743/3547] Forecasting JVA...
[2025-12-04T20:38:54.240177] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-04T20:38:54.240214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-04T20:38:54.254760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-04T20:38:54.255220] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-04T20:38:54.256159] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-04T20:38:54.256211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:54.256242] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:54.256267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:54.256324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:54.318447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:54.319680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:54.319782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:54.319817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:54.443052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:54.443307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:54.443373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:54.443428] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:54.447307] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=45.63%)
[2025-12-04T20:38:54.447658] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-04T20:38:54.447824] [INFO ] [sig       ] JVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:54.589121] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JVA.txt
[2025-12-04T20:38:54.589337] [INFO ] [sig       ] [1743/3547] Completed JVA in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:54.589377] [INFO ] [sig       ] [1744/3547] Forecasting JXN...
[2025-12-04T20:38:54.589407] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-04T20:38:54.589438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-04T20:38:54.602239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-04T20:38:54.602748] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-04T20:38:54.603638] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-04T20:38:54.603690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:54.603721] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:54.603749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:54.603807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:54.661902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:54.663032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:54.663127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:54.663157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:54.785489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:54.785723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:54.785766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:54.785793] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:54.789375] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-04T20:38:54.789687] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-04T20:38:54.789816] [INFO ] [sig       ] JXN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:54.929180] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/JXN.txt
[2025-12-04T20:38:54.929403] [INFO ] [sig       ] [1744/3547] Completed JXN in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:54.929445] [INFO ] [sig       ] [1745/3547] Forecasting K...
[2025-12-04T20:38:54.929473] [INFO ] [sig       ] Generating forecast for: K
[2025-12-04T20:38:54.929502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-12-04T20:38:54.942213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-12-04T20:38:54.942681] [INFO ] [FORECASTER] Starting predict_future for K
[2025-12-04T20:38:54.943494] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-12-04T20:38:54.943544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:54.943596] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:54.943625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:54.943682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:54.999864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:55.000887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:55.000976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:55.001007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:55.126110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:55.126381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:55.126431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:55.126460] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:55.130239] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-04T20:38:55.130522] [INFO ] [FORECASTER] Completed predict_future for K
[2025-12-04T20:38:55.130665] [INFO ] [sig       ] K: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:55.270128] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/K.txt
[2025-12-04T20:38:55.270309] [INFO ] [sig       ] [1745/3547] Completed K in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:55.270347] [INFO ] [sig       ] [1746/3547] Forecasting KAI...
[2025-12-04T20:38:55.270376] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-04T20:38:55.270407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-04T20:38:55.283642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-04T20:38:55.284040] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-04T20:38:55.284868] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-04T20:38:55.284918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:55.284948] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:55.284973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:55.285029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:55.342226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:55.343496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:55.343750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:55.343787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:55.498771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:55.499001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:55.499048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:55.499077] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:55.502881] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-04T20:38:55.503209] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-04T20:38:55.503340] [INFO ] [sig       ] KAI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:55.646358] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KAI.txt
[2025-12-04T20:38:55.646540] [INFO ] [sig       ] [1746/3547] Completed KAI in 0.4s | 2.93 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-04T20:38:55.646599] [INFO ] [sig       ] [1747/3547] Forecasting KARO...
[2025-12-04T20:38:55.646631] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-04T20:38:55.646660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-04T20:38:55.659756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-04T20:38:55.660197] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-04T20:38:55.661027] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-04T20:38:55.661080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:55.661113] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:55.661141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:55.661195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:55.716874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:55.717866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:55.717955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:55.718032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:55.836420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:55.836596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:55.836636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:55.836663] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:55.840002] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2025-12-04T20:38:55.840276] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-04T20:38:55.840396] [INFO ] [sig       ] KARO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:55.982820] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KARO.txt
[2025-12-04T20:38:55.983046] [INFO ] [sig       ] [1747/3547] Completed KARO in 0.3s | 2.93 sym/s | Total: 9.9m | ETA: 10.2m
[2025-12-04T20:38:55.983095] [INFO ] [sig       ] [1748/3547] Forecasting KB...
[2025-12-04T20:38:55.983125] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-04T20:38:55.983157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-04T20:38:55.995966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-04T20:38:55.996389] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-04T20:38:55.997310] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-04T20:38:55.997363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:55.997396] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:55.997421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:55.997479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:56.054842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:56.056036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:56.056153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:56.056193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:56.179926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:56.180176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:56.180223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:56.180251] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:56.183879] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=60.72%)
[2025-12-04T20:38:56.184168] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-04T20:38:56.184293] [INFO ] [sig       ] KB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:56.325724] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KB.txt
[2025-12-04T20:38:56.325917] [INFO ] [sig       ] [1748/3547] Completed KB in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:56.325965] [INFO ] [sig       ] [1749/3547] Forecasting KBH...
[2025-12-04T20:38:56.325997] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-04T20:38:56.326029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-04T20:38:56.340060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-04T20:38:56.340645] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-04T20:38:56.341595] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-04T20:38:56.341646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:56.341677] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:56.341703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:56.341758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:56.401720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:56.402863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:56.402959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:56.402992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:56.525469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:56.525726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:56.525775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:56.525804] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:56.529756] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-12-04T20:38:56.530057] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-04T20:38:56.530191] [INFO ] [sig       ] KBH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:56.685184] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KBH.txt
[2025-12-04T20:38:56.685414] [INFO ] [sig       ] [1749/3547] Completed KBH in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:56.685456] [INFO ] [sig       ] [1750/3547] Forecasting KBWB...
[2025-12-04T20:38:56.685486] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-04T20:38:56.685515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-04T20:38:56.700191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-04T20:38:56.700645] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-04T20:38:56.701482] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-04T20:38:56.701532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:56.701561] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:56.701608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:56.701669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:56.759155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:56.760081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:56.760162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:56.760193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:56.888697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:56.888864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:56.888905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:56.888932] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:56.892757] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-12-04T20:38:56.893042] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-04T20:38:56.893168] [INFO ] [sig       ] KBWB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:57.051111] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KBWB.txt
[2025-12-04T20:38:57.051370] [INFO ] [sig       ] [1750/3547] Completed KBWB in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:57.051430] [INFO ] [sig       ] [1751/3547] Forecasting KBWD...
[2025-12-04T20:38:57.051476] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-04T20:38:57.051522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-04T20:38:57.066013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-04T20:38:57.066466] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-04T20:38:57.067478] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-04T20:38:57.067539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:57.067607] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:57.067644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:57.067719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:57.141036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:57.142164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:57.142269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:57.142306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:57.323830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:57.324051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:57.324101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:57.324133] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:57.328999] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-04T20:38:57.329424] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-04T20:38:57.329614] [INFO ] [sig       ] KBWD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:57.523240] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KBWD.txt
[2025-12-04T20:38:57.523442] [INFO ] [sig       ] [1751/3547] Completed KBWD in 0.5s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:57.523486] [INFO ] [sig       ] [1752/3547] Forecasting KBWP...
[2025-12-04T20:38:57.523521] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-04T20:38:57.523556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-04T20:38:57.539267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-04T20:38:57.539760] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-04T20:38:57.540738] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-04T20:38:57.540798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:57.540851] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:57.540885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:57.540960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:57.613975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:57.614895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:57.614979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:57.615010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:57.739838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:57.740003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:57.740042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:57.740069] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:57.743750] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-04T20:38:57.744140] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-04T20:38:57.744289] [INFO ] [sig       ] KBWP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:57.884822] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KBWP.txt
[2025-12-04T20:38:57.884976] [INFO ] [sig       ] [1752/3547] Completed KBWP in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:57.885015] [INFO ] [sig       ] [1753/3547] Forecasting KBWY...
[2025-12-04T20:38:57.885043] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-04T20:38:57.885072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-04T20:38:57.897505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-04T20:38:57.897887] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-04T20:38:57.898727] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-04T20:38:57.898778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:57.898810] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:57.898836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:57.898889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:57.954104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:57.954974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:57.955055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:57.955086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:58.073750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:58.073933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:58.073974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:58.074002] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:58.077392] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=49.44%)
[2025-12-04T20:38:58.077690] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-04T20:38:58.077814] [INFO ] [sig       ] KBWY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:58.215992] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KBWY.txt
[2025-12-04T20:38:58.216162] [INFO ] [sig       ] [1753/3547] Completed KBWY in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:58.216200] [INFO ] [sig       ] [1754/3547] Forecasting KC...
[2025-12-04T20:38:58.216230] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-04T20:38:58.216258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-04T20:38:58.227979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-04T20:38:58.228363] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-04T20:38:58.229186] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-04T20:38:58.229236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:58.229293] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:58.229321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:58.229375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:58.284401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:58.285287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:58.285366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:58.285396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:58.408548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:58.408726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:58.408764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:58.408791] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:58.412112] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-12-04T20:38:58.412380] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-04T20:38:58.412499] [INFO ] [sig       ] KC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:58.554668] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KC.txt
[2025-12-04T20:38:58.554819] [INFO ] [sig       ] [1754/3547] Completed KC in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:58.554857] [INFO ] [sig       ] [1755/3547] Forecasting KD...
[2025-12-04T20:38:58.554886] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-04T20:38:58.554916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-04T20:38:58.565988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-04T20:38:58.566358] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-04T20:38:58.567136] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-04T20:38:58.567190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:58.567219] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:58.567244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:58.567298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:58.623462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:58.624356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:58.624442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:58.624499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:58.747605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:58.747755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:58.747794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:58.747822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:58.751194] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=34.55%)
[2025-12-04T20:38:58.751459] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-04T20:38:58.751594] [INFO ] [sig       ] KD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:58.894865] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KD.txt
[2025-12-04T20:38:58.895001] [INFO ] [sig       ] [1755/3547] Completed KD in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:58.895045] [INFO ] [sig       ] [1756/3547] Forecasting KDP...
[2025-12-04T20:38:58.895074] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-04T20:38:58.895102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-04T20:38:58.905672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-04T20:38:58.905942] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-04T20:38:58.906713] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-04T20:38:58.906763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:58.906794] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:58.906821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:58.906875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:58.962250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:58.962831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:58.962916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:58.962948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:59.080249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:59.080379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:59.080416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:59.080443] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:59.083720] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-04T20:38:59.083989] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-04T20:38:59.084114] [INFO ] [sig       ] KDP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:59.222649] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KDP.txt
[2025-12-04T20:38:59.222777] [INFO ] [sig       ] [1756/3547] Completed KDP in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:59.222813] [INFO ] [sig       ] [1757/3547] Forecasting KE...
[2025-12-04T20:38:59.222843] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-04T20:38:59.222872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-04T20:38:59.234654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-04T20:38:59.234916] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-04T20:38:59.235665] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-04T20:38:59.235715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:59.235745] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:59.235770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:59.235824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:59.290979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:59.291561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:59.291652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:59.291683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:59.409944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:59.410091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:59.410130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:59.410163] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:59.413535] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-04T20:38:59.413814] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-04T20:38:59.413927] [INFO ] [sig       ] KE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:38:59.552696] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KE.txt
[2025-12-04T20:38:59.552835] [INFO ] [sig       ] [1757/3547] Completed KE in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:59.552873] [INFO ] [sig       ] [1758/3547] Forecasting KELYA...
[2025-12-04T20:38:59.552902] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-04T20:38:59.552930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-04T20:38:59.564878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-04T20:38:59.565216] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-04T20:38:59.565999] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-04T20:38:59.566049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:59.566079] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:59.566104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:59.566162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:59.623990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:59.624904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:59.624988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:59.625020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:38:59.748485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:38:59.748655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:38:59.748696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:38:59.748724] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:38:59.752081] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-12-04T20:38:59.752348] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-04T20:38:59.752464] [INFO ] [sig       ] KELYA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:38:59.890913] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KELYA.txt
[2025-12-04T20:38:59.891027] [INFO ] [sig       ] [1758/3547] Completed KELYA in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:38:59.891062] [INFO ] [sig       ] [1759/3547] Forecasting KEN...
[2025-12-04T20:38:59.891090] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-04T20:38:59.891117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-04T20:38:59.903022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-04T20:38:59.903442] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-04T20:38:59.904315] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-04T20:38:59.904368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:38:59.904399] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:38:59.904424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:38:59.904479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:38:59.966611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:38:59.967589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:38:59.967671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:38:59.967703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:00.086663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:00.086817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:00.086855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:00.086923] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:00.090232] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2025-12-04T20:39:00.090500] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-04T20:39:00.090658] [INFO ] [sig       ] KEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:00.230219] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KEN.txt
[2025-12-04T20:39:00.230383] [INFO ] [sig       ] [1759/3547] Completed KEN in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:39:00.230421] [INFO ] [sig       ] [1760/3547] Forecasting KEP...
[2025-12-04T20:39:00.230450] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-04T20:39:00.230478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-04T20:39:00.242515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-04T20:39:00.242820] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-04T20:39:00.243599] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-04T20:39:00.243649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:00.243678] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:00.243704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:00.243768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:00.299737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:00.300337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:00.300411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:00.300442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:00.427277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:00.427433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:00.427472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:00.427499] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:00.431039] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-12-04T20:39:00.431350] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-04T20:39:00.431481] [INFO ] [sig       ] KEP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:00.573476] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KEP.txt
[2025-12-04T20:39:00.573620] [INFO ] [sig       ] [1760/3547] Completed KEP in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:39:00.573660] [INFO ] [sig       ] [1761/3547] Forecasting KEX...
[2025-12-04T20:39:00.573688] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-04T20:39:00.573716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-04T20:39:00.585197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-04T20:39:00.585494] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-04T20:39:00.586266] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-04T20:39:00.586315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:00.586344] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:00.586369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:00.586423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:00.644416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:00.645267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:00.645348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:00.645399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:00.783199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:00.783358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:00.783396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:00.783424] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:00.786933] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-12-04T20:39:00.787242] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-04T20:39:00.787374] [INFO ] [sig       ] KEX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:00.942690] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KEX.txt
[2025-12-04T20:39:00.942842] [INFO ] [sig       ] [1761/3547] Completed KEX in 0.4s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:39:00.942880] [INFO ] [sig       ] [1762/3547] Forecasting KEYS...
[2025-12-04T20:39:00.942909] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-04T20:39:00.942936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-04T20:39:00.957760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-04T20:39:00.958017] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-04T20:39:00.958816] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-04T20:39:00.958865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:00.958895] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:00.958919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:00.958972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:01.014759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:01.015327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:01.015398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:01.015428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:01.137248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:01.137340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:01.137373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:01.137397] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:01.140437] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-04T20:39:01.140717] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-04T20:39:01.140832] [INFO ] [sig       ] KEYS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:01.278654] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KEYS.txt
[2025-12-04T20:39:01.278814] [INFO ] [sig       ] [1762/3547] Completed KEYS in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:39:01.278852] [INFO ] [sig       ] [1763/3547] Forecasting KFS...
[2025-12-04T20:39:01.278881] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-04T20:39:01.278909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-04T20:39:01.290482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-04T20:39:01.290846] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-04T20:39:01.291906] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-04T20:39:01.291956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:01.291986] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:01.292023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:01.292079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:01.349517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:01.350362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:01.350441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:01.350472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:01.471407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:01.471592] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:39:01.471634] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:01.471660] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:01.475187] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-12-04T20:39:01.475564] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-04T20:39:01.475736] [INFO ] [sig       ] KFS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:01.626053] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KFS.txt
[2025-12-04T20:39:01.626216] [INFO ] [sig       ] [1763/3547] Completed KFS in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:39:01.626253] [INFO ] [sig       ] [1764/3547] Forecasting KFY...
[2025-12-04T20:39:01.626282] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-04T20:39:01.626312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-04T20:39:01.641179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-04T20:39:01.641589] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-04T20:39:01.642633] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-04T20:39:01.642684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:01.642715] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:01.642742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:01.642797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:01.699431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:01.700304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:01.700627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:01.700667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:01.818400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:01.818556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:01.818615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:01.818644] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:01.821985] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-04T20:39:01.822279] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-04T20:39:01.822405] [INFO ] [sig       ] KFY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:01.961222] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KFY.txt
[2025-12-04T20:39:01.961375] [INFO ] [sig       ] [1764/3547] Completed KFY in 0.3s | 2.93 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-04T20:39:01.961413] [INFO ] [sig       ] [1765/3547] Forecasting KGS...
[2025-12-04T20:39:01.961443] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-04T20:39:01.961474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-04T20:39:01.973268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-04T20:39:01.973614] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-04T20:39:01.974397] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-04T20:39:01.974446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:01.974476] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:01.974501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:01.974555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:02.033088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:02.033906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:02.033984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:02.034016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:02.177892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:02.178135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:02.178184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:02.178213] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:02.182335] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-12-04T20:39:02.182699] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-04T20:39:02.182851] [INFO ] [sig       ] KGS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:02.338640] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KGS.txt
[2025-12-04T20:39:02.338826] [INFO ] [sig       ] [1765/3547] Completed KGS in 0.4s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:02.338868] [INFO ] [sig       ] [1766/3547] Forecasting KHC...
[2025-12-04T20:39:02.338899] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-04T20:39:02.338931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-04T20:39:02.353140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-04T20:39:02.353662] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-04T20:39:02.354502] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-04T20:39:02.354552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:02.354601] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:02.354627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:02.354682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:02.410971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:02.411952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:02.412046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:02.412077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:02.534265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:02.534489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:02.534530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:02.534558] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:02.538211] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-04T20:39:02.538520] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-04T20:39:02.538689] [INFO ] [sig       ] KHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:02.680996] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KHC.txt
[2025-12-04T20:39:02.681180] [INFO ] [sig       ] [1766/3547] Completed KHC in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:02.681221] [INFO ] [sig       ] [1767/3547] Forecasting KIDS...
[2025-12-04T20:39:02.681251] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-04T20:39:02.681282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-04T20:39:02.695391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-04T20:39:02.695973] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-04T20:39:02.696924] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-04T20:39:02.696977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:02.697011] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:02.697037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:02.697095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:02.756351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:02.757547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:02.757666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:02.757720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:02.879465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:02.879736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:02.879793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:02.879822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:02.883529] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-04T20:39:02.883843] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-04T20:39:02.883971] [INFO ] [sig       ] KIDS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:03.024132] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KIDS.txt
[2025-12-04T20:39:03.024367] [INFO ] [sig       ] [1767/3547] Completed KIDS in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:03.024410] [INFO ] [sig       ] [1768/3547] Forecasting KIM...
[2025-12-04T20:39:03.024442] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-04T20:39:03.024473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-04T20:39:03.037375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-04T20:39:03.037848] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-04T20:39:03.038779] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-04T20:39:03.038831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:03.038864] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:03.038889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:03.038946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:03.095394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:03.096410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:03.096502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:03.096535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:03.220414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:03.220701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:03.220748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:03.220775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:03.224634] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-04T20:39:03.224921] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-04T20:39:03.225055] [INFO ] [sig       ] KIM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:03.365348] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KIM.txt
[2025-12-04T20:39:03.365544] [INFO ] [sig       ] [1768/3547] Completed KIM in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:03.365604] [INFO ] [sig       ] [1769/3547] Forecasting KINS...
[2025-12-04T20:39:03.365638] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-04T20:39:03.365669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-04T20:39:03.379092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-04T20:39:03.379541] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-04T20:39:03.380423] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-04T20:39:03.380474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:03.380506] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:03.380532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:03.380606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:03.437197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:03.438075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:03.438161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:03.438192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:03.558809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:03.559023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:03.559067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:03.559095] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:03.562889] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-04T20:39:03.563188] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-04T20:39:03.563321] [INFO ] [sig       ] KINS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:03.715717] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KINS.txt
[2025-12-04T20:39:03.715904] [INFO ] [sig       ] [1769/3547] Completed KINS in 0.4s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:03.715944] [INFO ] [sig       ] [1770/3547] Forecasting KIO...
[2025-12-04T20:39:03.715974] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-04T20:39:03.716004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-04T20:39:03.729365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-04T20:39:03.729848] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-04T20:39:03.730713] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-04T20:39:03.730763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:03.730794] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:03.730819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:03.730873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:03.790421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:03.791506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:03.791618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:03.791661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:03.914366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:03.914608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:03.914652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:03.914681] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:03.918422] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-04T20:39:03.918792] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-04T20:39:03.918923] [INFO ] [sig       ] KIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:04.062370] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KIO.txt
[2025-12-04T20:39:04.062567] [INFO ] [sig       ] [1770/3547] Completed KIO in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:04.062626] [INFO ] [sig       ] [1771/3547] Forecasting KKRS...
[2025-12-04T20:39:04.062655] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-04T20:39:04.062686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-04T20:39:04.075325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-04T20:39:04.075844] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-04T20:39:04.076701] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-04T20:39:04.076751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:04.076842] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:04.076870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:04.076927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:04.132656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:04.133785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:04.133874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:04.133906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:04.251924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:04.252175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:04.252231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:04.252261] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:04.256088] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-04T20:39:04.256387] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-04T20:39:04.256518] [INFO ] [sig       ] KKRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:04.402778] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KKRS.txt
[2025-12-04T20:39:04.402956] [INFO ] [sig       ] [1771/3547] Completed KKRS in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:04.402995] [INFO ] [sig       ] [1772/3547] Forecasting KLAC...
[2025-12-04T20:39:04.403023] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-04T20:39:04.403052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-04T20:39:04.416553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-04T20:39:04.416971] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-04T20:39:04.417845] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-04T20:39:04.417894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:04.417925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:04.417950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:04.418005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:04.474021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:04.474940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:04.475028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:04.475059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:04.595841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:04.596083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:04.596128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:04.596155] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:04.599810] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-04T20:39:04.600089] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-04T20:39:04.600213] [INFO ] [sig       ] KLAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:04.740956] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KLAC.txt
[2025-12-04T20:39:04.741268] [INFO ] [sig       ] [1772/3547] Completed KLAC in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:04.741309] [INFO ] [sig       ] [1773/3547] Forecasting KLIC...
[2025-12-04T20:39:04.741337] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-04T20:39:04.741367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-04T20:39:04.753456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-04T20:39:04.753752] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-04T20:39:04.754558] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-04T20:39:04.754626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:04.754658] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:04.754684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:04.754737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:04.810536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:04.811199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:04.811276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:04.811307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:04.941693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:04.941936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:04.941984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:04.942014] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:04.946702] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2025-12-04T20:39:04.947190] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-04T20:39:04.947374] [INFO ] [sig       ] KLIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:05.091882] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KLIC.txt
[2025-12-04T20:39:05.092095] [INFO ] [sig       ] [1773/3547] Completed KLIC in 0.4s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:05.092137] [INFO ] [sig       ] [1774/3547] Forecasting KLXE...
[2025-12-04T20:39:05.092167] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-04T20:39:05.092199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-04T20:39:05.105115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-04T20:39:05.105618] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-04T20:39:05.106539] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-04T20:39:05.106627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:05.106661] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:05.106686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:05.106742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:05.162742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:05.163925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:05.164029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:05.164061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:05.284767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:05.284998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:05.285043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:05.285120] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:05.289118] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-04T20:39:05.289451] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-04T20:39:05.289615] [INFO ] [sig       ] KLXE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:05.432353] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KLXE.txt
[2025-12-04T20:39:05.432609] [INFO ] [sig       ] [1774/3547] Completed KLXE in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:05.432655] [INFO ] [sig       ] [1775/3547] Forecasting KMB...
[2025-12-04T20:39:05.432685] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-04T20:39:05.432716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-04T20:39:05.446449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-04T20:39:05.446808] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-04T20:39:05.447626] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-04T20:39:05.447676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:05.447706] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:05.447731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:05.447784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:05.504468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:05.505130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:05.505206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:05.505236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:05.621654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:05.621788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:05.621824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:05.621850] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:05.625055] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-04T20:39:05.625309] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-04T20:39:05.625426] [INFO ] [sig       ] KMB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:05.761843] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KMB.txt
[2025-12-04T20:39:05.761966] [INFO ] [sig       ] [1775/3547] Completed KMB in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:05.762002] [INFO ] [sig       ] [1776/3547] Forecasting KMDA...
[2025-12-04T20:39:05.762029] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-04T20:39:05.762055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-04T20:39:05.773213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-04T20:39:05.773476] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-04T20:39:05.774240] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-04T20:39:05.774300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:05.774330] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:05.774357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:05.774414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:05.829526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:05.830144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:05.830217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:05.830247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:05.952026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:05.952180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:05.952220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:05.952246] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:05.955494] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-04T20:39:05.955768] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-04T20:39:05.955886] [INFO ] [sig       ] KMDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:06.091361] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KMDA.txt
[2025-12-04T20:39:06.091480] [INFO ] [sig       ] [1776/3547] Completed KMDA in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:06.091516] [INFO ] [sig       ] [1777/3547] Forecasting KMI...
[2025-12-04T20:39:06.091544] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-04T20:39:06.091590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-04T20:39:06.102858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-04T20:39:06.103120] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-04T20:39:06.103880] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-04T20:39:06.103928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:06.103958] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:06.103983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:06.104037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:06.162831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:06.164032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:06.164131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:06.164175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:06.290426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:06.290681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:06.290732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:06.290759] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:06.294833] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=22.66%)
[2025-12-04T20:39:06.295197] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-04T20:39:06.295359] [INFO ] [sig       ] KMI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:06.443850] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KMI.txt
[2025-12-04T20:39:06.444079] [INFO ] [sig       ] [1777/3547] Completed KMI in 0.4s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:06.444133] [INFO ] [sig       ] [1778/3547] Forecasting KMPB...
[2025-12-04T20:39:06.444166] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-04T20:39:06.444196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-04T20:39:06.457272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-04T20:39:06.457727] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-04T20:39:06.458748] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-04T20:39:06.458807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:06.458842] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:06.458869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:06.458926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:06.519480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:06.520639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:06.520737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:06.520769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:06.632172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:06.632398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:06.632443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:06.632479] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:06.636565] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-04T20:39:06.637016] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-04T20:39:06.637200] [INFO ] [sig       ] KMPB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:06.779548] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KMPB.txt
[2025-12-04T20:39:06.779804] [INFO ] [sig       ] [1778/3547] Completed KMPB in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:06.779848] [INFO ] [sig       ] [1779/3547] Forecasting KMX...
[2025-12-04T20:39:06.779876] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-04T20:39:06.779907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-04T20:39:06.793180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-04T20:39:06.793641] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-04T20:39:06.794443] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-04T20:39:06.794495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:06.794527] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:06.794554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:06.794630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:06.851249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:06.852156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:06.852239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:06.852272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:06.969880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:06.970037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:06.970077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:06.970105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:06.973438] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=39.76%)
[2025-12-04T20:39:06.973783] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-04T20:39:06.973936] [INFO ] [sig       ] KMX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:07.111277] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KMX.txt
[2025-12-04T20:39:07.111428] [INFO ] [sig       ] [1779/3547] Completed KMX in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:07.111474] [INFO ] [sig       ] [1780/3547] Forecasting KN...
[2025-12-04T20:39:07.111505] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-04T20:39:07.111536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-04T20:39:07.123249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-04T20:39:07.123614] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-04T20:39:07.124370] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-04T20:39:07.124423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:07.124458] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:07.124485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:07.124542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:07.180978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:07.182140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:07.182240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:07.182272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:07.304223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:07.304451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:07.304498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:07.304527] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:07.308312] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-04T20:39:07.308625] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-04T20:39:07.308758] [INFO ] [sig       ] KN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:07.448097] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KN.txt
[2025-12-04T20:39:07.448366] [INFO ] [sig       ] [1780/3547] Completed KN in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:07.448412] [INFO ] [sig       ] [1781/3547] Forecasting KNF...
[2025-12-04T20:39:07.448442] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-04T20:39:07.448475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-04T20:39:07.462148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-04T20:39:07.462561] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-04T20:39:07.463477] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-04T20:39:07.463529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:07.463561] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:07.463612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:07.463672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:07.521754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:07.522847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:07.522951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:07.523042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:07.646180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:07.646425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:07.646472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:07.646501] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:07.650608] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-04T20:39:07.650948] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-04T20:39:07.651121] [INFO ] [sig       ] KNF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:07.794039] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KNF.txt
[2025-12-04T20:39:07.794249] [INFO ] [sig       ] [1781/3547] Completed KNF in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:07.794289] [INFO ] [sig       ] [1782/3547] Forecasting KNOP...
[2025-12-04T20:39:07.794316] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-04T20:39:07.794349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-04T20:39:07.808076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-04T20:39:07.808627] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-04T20:39:07.809472] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-04T20:39:07.809524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:07.809555] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:07.809607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:07.809669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:07.865596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:07.866497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:07.866598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:07.866632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:07.986212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:07.986377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:07.986418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:07.986447] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:07.989902] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-04T20:39:07.990173] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-04T20:39:07.990296] [INFO ] [sig       ] KNOP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:08.129481] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KNOP.txt
[2025-12-04T20:39:08.129644] [INFO ] [sig       ] [1782/3547] Completed KNOP in 0.3s | 2.93 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-04T20:39:08.129684] [INFO ] [sig       ] [1783/3547] Forecasting KNSA...
[2025-12-04T20:39:08.129712] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-04T20:39:08.129741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-04T20:39:08.141911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-04T20:39:08.142192] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-04T20:39:08.142979] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-04T20:39:08.143031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:08.143063] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:08.143091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:08.143146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:08.198551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:08.199152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:08.199226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:08.199256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:08.324564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:08.324812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:08.324887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:08.324917] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:08.328886] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2025-12-04T20:39:08.329201] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-04T20:39:08.329342] [INFO ] [sig       ] KNSA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:08.470892] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KNSA.txt
[2025-12-04T20:39:08.471305] [INFO ] [sig       ] [1783/3547] Completed KNSA in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:08.471380] [INFO ] [sig       ] [1784/3547] Forecasting KNSL...
[2025-12-04T20:39:08.471416] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-04T20:39:08.471449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-04T20:39:08.484417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-04T20:39:08.484790] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-04T20:39:08.485631] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-04T20:39:08.485681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:08.485712] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:08.485739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:08.485795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:08.541597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:08.542204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:08.542282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:08.542312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:08.661271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:08.661433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:08.661480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:08.661512] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:08.664912] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-04T20:39:08.665179] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-04T20:39:08.665297] [INFO ] [sig       ] KNSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:08.800044] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KNSL.txt
[2025-12-04T20:39:08.800191] [INFO ] [sig       ] [1784/3547] Completed KNSL in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:08.800230] [INFO ] [sig       ] [1785/3547] Forecasting KNTK...
[2025-12-04T20:39:08.800258] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-04T20:39:08.800287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-04T20:39:08.811664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-04T20:39:08.811950] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-04T20:39:08.812718] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-04T20:39:08.812767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:08.812797] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:08.812822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:08.812876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:08.868121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:08.868833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:08.868928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:08.868969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:08.985267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:08.985423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:08.985463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:08.985489] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:08.988790] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=49.56%)
[2025-12-04T20:39:08.989044] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-04T20:39:08.989159] [INFO ] [sig       ] KNTK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:09.134494] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KNTK.txt
[2025-12-04T20:39:09.134681] [INFO ] [sig       ] [1785/3547] Completed KNTK in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:09.134722] [INFO ] [sig       ] [1786/3547] Forecasting KNX...
[2025-12-04T20:39:09.134750] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-04T20:39:09.134781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-04T20:39:09.149492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-04T20:39:09.149920] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-04T20:39:09.150805] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-04T20:39:09.150861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:09.150892] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:09.150919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:09.150975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:09.208468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:09.209329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:09.209415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:09.209446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:09.330494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:09.330671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:09.330712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:09.330740] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:09.334186] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-12-04T20:39:09.334499] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-04T20:39:09.334654] [INFO ] [sig       ] KNX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:09.476009] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KNX.txt
[2025-12-04T20:39:09.476159] [INFO ] [sig       ] [1786/3547] Completed KNX in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:09.476196] [INFO ] [sig       ] [1787/3547] Forecasting KOD...
[2025-12-04T20:39:09.476224] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-04T20:39:09.476254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-04T20:39:09.489408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-04T20:39:09.489815] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-04T20:39:09.490662] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-04T20:39:09.490715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:09.490762] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:09.490790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:09.490847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:09.548415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:09.549286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:09.549365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:09.549396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:09.673189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:09.673340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:09.673382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:09.673411] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:09.676732] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-04T20:39:09.676995] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-04T20:39:09.677114] [INFO ] [sig       ] KOD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:09.815323] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KOD.txt
[2025-12-04T20:39:09.815441] [INFO ] [sig       ] [1787/3547] Completed KOD in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:09.815476] [INFO ] [sig       ] [1788/3547] Forecasting KODK...
[2025-12-04T20:39:09.815504] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-04T20:39:09.815533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-04T20:39:09.826527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-04T20:39:09.826815] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-04T20:39:09.827540] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-04T20:39:09.827607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:09.827664] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:09.827691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:09.827745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:09.883560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:09.884168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:09.884241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:09.884271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:10.009592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:10.009769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:10.009812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:10.009840] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:10.013325] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-04T20:39:10.013624] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-04T20:39:10.013749] [INFO ] [sig       ] KODK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:10.153466] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KODK.txt
[2025-12-04T20:39:10.153609] [INFO ] [sig       ] [1788/3547] Completed KODK in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:10.153649] [INFO ] [sig       ] [1789/3547] Forecasting KOF...
[2025-12-04T20:39:10.153677] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-04T20:39:10.153706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-04T20:39:10.164634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-04T20:39:10.164912] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-04T20:39:10.165671] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-04T20:39:10.165719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:10.165749] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:10.165773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:10.165827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:10.223313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:10.224046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:10.224124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:10.224158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:10.344391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:10.344536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:10.344592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:10.344624] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:10.347978] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-04T20:39:10.348245] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-04T20:39:10.348401] [INFO ] [sig       ] KOF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:10.491186] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KOF.txt
[2025-12-04T20:39:10.491340] [INFO ] [sig       ] [1789/3547] Completed KOF in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:10.491377] [INFO ] [sig       ] [1790/3547] Forecasting KOP...
[2025-12-04T20:39:10.491406] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-04T20:39:10.491435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-04T20:39:10.503038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-04T20:39:10.503284] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-04T20:39:10.504110] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-04T20:39:10.504161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:10.504191] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:10.504215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:10.504268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:10.560849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:10.561698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:10.561778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:10.561809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:10.683917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:10.684069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:10.684107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:10.684134] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:10.687431] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-12-04T20:39:10.687710] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-04T20:39:10.687826] [INFO ] [sig       ] KOP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:10.825798] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KOP.txt
[2025-12-04T20:39:10.825923] [INFO ] [sig       ] [1790/3547] Completed KOP in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:10.825960] [INFO ] [sig       ] [1791/3547] Forecasting KOPN...
[2025-12-04T20:39:10.825995] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-04T20:39:10.826024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-04T20:39:10.841477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-04T20:39:10.841962] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-04T20:39:10.843020] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-04T20:39:10.843083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:10.843128] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:10.843162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:10.843238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:10.908180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:10.909107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:10.909194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:10.909227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:11.029992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:11.030161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:11.030202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:11.030287] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:11.034076] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-04T20:39:11.034432] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-04T20:39:11.034591] [INFO ] [sig       ] KOPN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:11.174268] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KOPN.txt
[2025-12-04T20:39:11.174395] [INFO ] [sig       ] [1791/3547] Completed KOPN in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:11.174432] [INFO ] [sig       ] [1792/3547] Forecasting KOS...
[2025-12-04T20:39:11.174460] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-04T20:39:11.174489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-04T20:39:11.188203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-04T20:39:11.188709] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-04T20:39:11.189664] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-04T20:39:11.189715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:11.189748] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:11.189773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:11.189829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:11.246453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:11.247548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:11.247661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:11.247697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:11.374798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:11.374994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:11.375038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:11.375065] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:11.378853] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-04T20:39:11.379149] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-04T20:39:11.379282] [INFO ] [sig       ] KOS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:11.530084] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KOS.txt
[2025-12-04T20:39:11.530249] [INFO ] [sig       ] [1792/3547] Completed KOS in 0.4s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:11.530289] [INFO ] [sig       ] [1793/3547] Forecasting KOSS...
[2025-12-04T20:39:11.530318] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-04T20:39:11.530348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-04T20:39:11.542753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-04T20:39:11.543128] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-04T20:39:11.543923] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-04T20:39:11.543972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:11.544002] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:11.544026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:11.544080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:11.600748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:11.601670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:11.601755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:11.601786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:11.733409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:11.733583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:11.733623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:11.733650] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:11.737118] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-04T20:39:11.737410] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-04T20:39:11.737535] [INFO ] [sig       ] KOSS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:11.876156] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KOSS.txt
[2025-12-04T20:39:11.876300] [INFO ] [sig       ] [1793/3547] Completed KOSS in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:11.876337] [INFO ] [sig       ] [1794/3547] Forecasting KPRX...
[2025-12-04T20:39:11.876367] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-04T20:39:11.876395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-04T20:39:11.887836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-04T20:39:11.888324] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-04T20:39:11.889184] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-04T20:39:11.889233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:11.889263] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:11.889288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:11.889342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:11.945216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:11.946123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:11.946206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:11.946237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:12.064124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:12.064288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:12.064328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:12.064373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:12.067692] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-04T20:39:12.067966] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-04T20:39:12.068088] [INFO ] [sig       ] KPRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:12.210446] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KPRX.txt
[2025-12-04T20:39:12.210656] [INFO ] [sig       ] [1794/3547] Completed KPRX in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:12.210699] [INFO ] [sig       ] [1795/3547] Forecasting KPTI...
[2025-12-04T20:39:12.210728] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-04T20:39:12.210759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-04T20:39:12.222743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-04T20:39:12.223067] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-04T20:39:12.223855] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-04T20:39:12.223905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:12.223936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:12.223961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:12.224014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:12.280311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:12.281074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:12.281155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:12.281187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:12.399793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:12.399940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:12.399977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:12.400003] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:12.403513] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=42.08%)
[2025-12-04T20:39:12.403804] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-04T20:39:12.403928] [INFO ] [sig       ] KPTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:12.542269] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KPTI.txt
[2025-12-04T20:39:12.542398] [INFO ] [sig       ] [1795/3547] Completed KPTI in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:12.542434] [INFO ] [sig       ] [1796/3547] Forecasting KRC...
[2025-12-04T20:39:12.542461] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-04T20:39:12.542489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-04T20:39:12.553753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-04T20:39:12.554042] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-04T20:39:12.554841] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-04T20:39:12.554892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:12.554923] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:12.554950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:12.555007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:12.612331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:12.613005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:12.613083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:12.613129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:12.736161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:12.736303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:12.736340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:12.736366] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:12.739741] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=20.89%)
[2025-12-04T20:39:12.740001] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-04T20:39:12.740145] [INFO ] [sig       ] KRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:12.879926] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KRC.txt
[2025-12-04T20:39:12.880074] [INFO ] [sig       ] [1796/3547] Completed KRC in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:12.880115] [INFO ] [sig       ] [1797/3547] Forecasting KREF...
[2025-12-04T20:39:12.880144] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-04T20:39:12.880172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-04T20:39:12.893326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-04T20:39:12.893739] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-04T20:39:12.894736] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-04T20:39:12.894796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:12.894830] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:12.894855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:12.894909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:12.953863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:12.954689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:12.954772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:12.954811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:13.075428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:13.075599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:13.075641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:13.075670] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:13.079210] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-04T20:39:13.079534] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-04T20:39:13.079701] [INFO ] [sig       ] KREF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:13.221656] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KREF.txt
[2025-12-04T20:39:13.221795] [INFO ] [sig       ] [1797/3547] Completed KREF in 0.3s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:13.221834] [INFO ] [sig       ] [1798/3547] Forecasting KRG...
[2025-12-04T20:39:13.221863] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-04T20:39:13.221893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-04T20:39:13.236389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-04T20:39:13.236941] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-04T20:39:13.237851] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-04T20:39:13.237902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:13.237933] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:13.237960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:13.238033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:13.297877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:13.299082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:13.299228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:13.299263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:13.422478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:13.422714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:13.422761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:13.422790] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:13.426564] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=28.68%)
[2025-12-04T20:39:13.426881] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-04T20:39:13.427018] [INFO ] [sig       ] KRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:13.573673] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KRG.txt
[2025-12-04T20:39:13.573829] [INFO ] [sig       ] [1798/3547] Completed KRG in 0.4s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:13.573868] [INFO ] [sig       ] [1799/3547] Forecasting KRMD...
[2025-12-04T20:39:13.573897] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-04T20:39:13.573927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-04T20:39:13.592561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-04T20:39:13.593028] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-04T20:39:13.593948] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-04T20:39:13.594000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:13.594032] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:13.594057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:13.594112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:13.654229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:13.655025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:13.655118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:13.655152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:13.780093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:13.780253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:13.780294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:13.780323] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:13.783741] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=79.31%)
[2025-12-04T20:39:13.784013] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-04T20:39:13.784138] [INFO ] [sig       ] KRMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:13.930678] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KRMD.txt
[2025-12-04T20:39:13.930822] [INFO ] [sig       ] [1799/3547] Completed KRMD in 0.4s | 2.93 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-04T20:39:13.930861] [INFO ] [sig       ] [1800/3547] Forecasting KRNY...
[2025-12-04T20:39:13.930890] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-04T20:39:13.930920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-04T20:39:13.942912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-04T20:39:13.943223] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-04T20:39:13.944070] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-04T20:39:13.944121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:13.944152] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:13.944178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:13.944233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:14.000153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:14.001038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:14.001122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:14.001153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:14.120286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:14.120392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:14.120434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:14.120462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:14.123863] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-04T20:39:14.124121] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-04T20:39:14.124237] [INFO ] [sig       ] KRNY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:14.264420] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KRNY.txt
[2025-12-04T20:39:14.264563] [INFO ] [sig       ] [1800/3547] Completed KRNY in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:14.264621] [INFO ] [sig       ] [1801/3547] Forecasting KRO...
[2025-12-04T20:39:14.264652] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-04T20:39:14.264684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-04T20:39:14.275408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-04T20:39:14.275740] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-04T20:39:14.276499] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-04T20:39:14.276549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:14.276603] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:14.276633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:14.276688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:14.333488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:14.334227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:14.334307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:14.334348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:14.448648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:14.448781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:14.448816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:14.448843] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:14.452061] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-12-04T20:39:14.452318] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-04T20:39:14.452435] [INFO ] [sig       ] KRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:14.588494] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KRO.txt
[2025-12-04T20:39:14.588668] [INFO ] [sig       ] [1801/3547] Completed KRO in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:14.588708] [INFO ] [sig       ] [1802/3547] Forecasting KROS...
[2025-12-04T20:39:14.588736] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-04T20:39:14.588764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-04T20:39:14.600102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-04T20:39:14.600421] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-04T20:39:14.601237] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-04T20:39:14.601288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:14.601320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:14.601346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:14.601402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:14.660589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:14.661798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:14.661906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:14.661942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:14.785860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:14.786101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:14.786148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:14.786177] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:14.790037] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-04T20:39:14.790336] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-04T20:39:14.790468] [INFO ] [sig       ] KROS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:14.931124] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KROS.txt
[2025-12-04T20:39:14.931333] [INFO ] [sig       ] [1802/3547] Completed KROS in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:14.931375] [INFO ] [sig       ] [1803/3547] Forecasting KRP...
[2025-12-04T20:39:14.931404] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-04T20:39:14.931435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-04T20:39:14.945544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-04T20:39:14.946189] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-04T20:39:14.947561] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-04T20:39:14.947642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:14.947675] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:14.947704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:14.947762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:15.008364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:15.009659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:15.009752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:15.009785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:15.134797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:15.135025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:15.135072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:15.135101] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:15.139012] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-04T20:39:15.139353] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-04T20:39:15.139507] [INFO ] [sig       ] KRP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:15.279471] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KRP.txt
[2025-12-04T20:39:15.279707] [INFO ] [sig       ] [1803/3547] Completed KRP in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:15.279750] [INFO ] [sig       ] [1804/3547] Forecasting KRRO...
[2025-12-04T20:39:15.279777] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-04T20:39:15.279808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-04T20:39:15.293056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-04T20:39:15.293593] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-04T20:39:15.294445] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-04T20:39:15.294496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:15.294528] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:15.294555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:15.294634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:15.352377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:15.353522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:15.353686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:15.353724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:15.480730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:15.480965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:15.481014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:15.481045] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:15.484871] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2025-12-04T20:39:15.485186] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-04T20:39:15.485325] [INFO ] [sig       ] KRRO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:15.628850] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KRRO.txt
[2025-12-04T20:39:15.629062] [INFO ] [sig       ] [1804/3547] Completed KRRO in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:15.629103] [INFO ] [sig       ] [1805/3547] Forecasting KRUS...
[2025-12-04T20:39:15.629132] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-04T20:39:15.629161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-04T20:39:15.642345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-04T20:39:15.642766] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-04T20:39:15.643567] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-04T20:39:15.643648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:15.643724] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:15.643761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:15.643840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:15.702671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:15.703874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:15.703977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:15.704009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:15.822453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:15.822690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:15.822734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:15.822762] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:15.826458] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-12-04T20:39:15.826774] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-04T20:39:15.826907] [INFO ] [sig       ] KRUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:15.972928] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KRUS.txt
[2025-12-04T20:39:15.973131] [INFO ] [sig       ] [1805/3547] Completed KRUS in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:15.973173] [INFO ] [sig       ] [1806/3547] Forecasting KRYS...
[2025-12-04T20:39:15.973203] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-04T20:39:15.973231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-04T20:39:15.987327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-04T20:39:15.987807] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-04T20:39:15.988765] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-04T20:39:15.988816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:15.988848] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:15.988872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:15.988928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:16.047445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:16.048614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:16.048708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:16.048739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:16.168943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:16.169172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:16.169218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:16.169244] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:16.172934] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-04T20:39:16.173221] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-04T20:39:16.173350] [INFO ] [sig       ] KRYS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:16.310230] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KRYS.txt
[2025-12-04T20:39:16.310399] [INFO ] [sig       ] [1806/3547] Completed KRYS in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:16.310438] [INFO ] [sig       ] [1807/3547] Forecasting KSCP...
[2025-12-04T20:39:16.310468] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-04T20:39:16.310498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-04T20:39:16.323955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-04T20:39:16.324456] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-04T20:39:16.325418] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-04T20:39:16.325474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:16.325505] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:16.325530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:16.325603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:16.381803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:16.382763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:16.382847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:16.382880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:16.502885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:16.503058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:16.503097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:16.503122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:16.506424] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-04T20:39:16.506710] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-04T20:39:16.506828] [INFO ] [sig       ] KSCP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:16.642780] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KSCP.txt
[2025-12-04T20:39:16.642937] [INFO ] [sig       ] [1807/3547] Completed KSCP in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:16.642981] [INFO ] [sig       ] [1808/3547] Forecasting KSPI...
[2025-12-04T20:39:16.643020] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-04T20:39:16.643052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-04T20:39:16.654321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-04T20:39:16.654639] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-04T20:39:16.655416] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-04T20:39:16.655468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:16.655500] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:16.655527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:16.655607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:16.713471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:16.714299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:16.714381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:16.714415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:16.838214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:16.838364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:16.838405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:16.838467] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:16.841855] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-04T20:39:16.842121] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-04T20:39:16.842244] [INFO ] [sig       ] KSPI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:16.983729] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KSPI.txt
[2025-12-04T20:39:16.983968] [INFO ] [sig       ] [1808/3547] Completed KSPI in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:16.984010] [INFO ] [sig       ] [1809/3547] Forecasting KSS...
[2025-12-04T20:39:16.984043] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-04T20:39:16.984079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-04T20:39:16.998105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-04T20:39:16.998539] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-04T20:39:16.999473] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-04T20:39:16.999525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:16.999559] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:16.999628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:16.999696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:17.062862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:17.064008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:17.064105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:17.064138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:17.190718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:17.190950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:17.190997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:17.191027] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:17.194985] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2025-12-04T20:39:17.195295] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-04T20:39:17.195510] [INFO ] [sig       ] KSS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:17.347806] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KSS.txt
[2025-12-04T20:39:17.348027] [INFO ] [sig       ] [1809/3547] Completed KSS in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:17.348069] [INFO ] [sig       ] [1810/3547] Forecasting KTB...
[2025-12-04T20:39:17.348097] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-04T20:39:17.348130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-04T20:39:17.361269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-04T20:39:17.361768] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-04T20:39:17.362682] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-04T20:39:17.362734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:17.362766] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:17.362792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:17.362850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:17.420638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:17.421732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:17.421834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:17.421866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:17.547045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:17.547278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:17.547323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:17.547352] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:17.551198] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-04T20:39:17.551504] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-04T20:39:17.551670] [INFO ] [sig       ] KTB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:17.700043] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KTB.txt
[2025-12-04T20:39:17.700256] [INFO ] [sig       ] [1810/3547] Completed KTB in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:17.700298] [INFO ] [sig       ] [1811/3547] Forecasting KTCC...
[2025-12-04T20:39:17.700329] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-04T20:39:17.700364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-04T20:39:17.712909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-04T20:39:17.713241] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-04T20:39:17.714033] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-04T20:39:17.714094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:17.714125] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:17.714149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:17.714206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:17.770042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:17.770676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:17.770765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:17.770795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:17.876220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:17.876365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:17.876403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:17.876430] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:17.879721] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-04T20:39:17.879975] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-04T20:39:17.880094] [INFO ] [sig       ] KTCC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:18.016293] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KTCC.txt
[2025-12-04T20:39:18.016421] [INFO ] [sig       ] [1811/3547] Completed KTCC in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:18.016457] [INFO ] [sig       ] [1812/3547] Forecasting KTF...
[2025-12-04T20:39:18.016484] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-04T20:39:18.016513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-04T20:39:18.027427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-04T20:39:18.027701] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-04T20:39:18.028464] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-04T20:39:18.028513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:18.028543] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:18.028590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:18.028648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:18.084069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:18.084703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:18.084778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:18.084808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:18.204202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:18.204357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:18.204395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:18.204422] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:18.207681] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-04T20:39:18.207939] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-04T20:39:18.208056] [INFO ] [sig       ] KTF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:18.349254] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KTF.txt
[2025-12-04T20:39:18.349472] [INFO ] [sig       ] [1812/3547] Completed KTF in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:18.349515] [INFO ] [sig       ] [1813/3547] Forecasting KTOS...
[2025-12-04T20:39:18.349544] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-04T20:39:18.349591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-04T20:39:18.363595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-04T20:39:18.364115] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-04T20:39:18.365032] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-04T20:39:18.365083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:18.365115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:18.365140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:18.365196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:18.421443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:18.422635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:18.422739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:18.422770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:18.540537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:18.540786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:18.540834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:18.540862] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:18.544812] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: UP (p=82.41%)
[2025-12-04T20:39:18.545173] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-04T20:39:18.545309] [INFO ] [sig       ] KTOS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:18.686672] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KTOS.txt
[2025-12-04T20:39:18.686835] [INFO ] [sig       ] [1813/3547] Completed KTOS in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:18.686874] [INFO ] [sig       ] [1814/3547] Forecasting KURA...
[2025-12-04T20:39:18.686901] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-04T20:39:18.686931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-04T20:39:18.699285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-04T20:39:18.699666] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-04T20:39:18.700683] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-04T20:39:18.700745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:18.700784] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:18.700817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:18.700889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:18.759482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:18.760360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:18.760452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:18.760483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:18.883036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:18.883195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:18.883234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:18.883261] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:18.886623] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-04T20:39:18.886929] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-04T20:39:18.887067] [INFO ] [sig       ] KURA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:19.032311] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KURA.txt
[2025-12-04T20:39:19.032561] [INFO ] [sig       ] [1814/3547] Completed KURA in 0.3s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:19.032641] [INFO ] [sig       ] [1815/3547] Forecasting KVHI...
[2025-12-04T20:39:19.032674] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-04T20:39:19.032709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-04T20:39:19.048065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-04T20:39:19.048792] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-04T20:39:19.049875] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-04T20:39:19.049928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:19.049984] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:19.050031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:19.050104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:19.112865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:19.114255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:19.114422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:19.114476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:19.241069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:19.241304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:19.241349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:19.241408] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:19.245759] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-04T20:39:19.246118] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-04T20:39:19.246259] [INFO ] [sig       ] KVHI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:19.440125] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KVHI.txt
[2025-12-04T20:39:19.440439] [INFO ] [sig       ] [1815/3547] Completed KVHI in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:19.440506] [INFO ] [sig       ] [1816/3547] Forecasting KVYO...
[2025-12-04T20:39:19.440538] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-04T20:39:19.440587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-04T20:39:19.456849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-04T20:39:19.457457] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-04T20:39:19.458453] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-04T20:39:19.458504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:19.458536] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:19.458606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:19.458666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:19.520616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:19.521780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:19.521876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:19.521907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:19.656282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:19.656533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:19.656615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:19.656649] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:19.660917] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-04T20:39:19.661285] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-04T20:39:19.661496] [INFO ] [sig       ] KVYO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:19.819388] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KVYO.txt
[2025-12-04T20:39:19.819629] [INFO ] [sig       ] [1816/3547] Completed KVYO in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:19.819676] [INFO ] [sig       ] [1817/3547] Forecasting KYN...
[2025-12-04T20:39:19.819705] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-04T20:39:19.819735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-04T20:39:19.834359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-04T20:39:19.834991] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-04T20:39:19.836020] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-04T20:39:19.836072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:19.836127] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:19.836156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:19.836215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:19.898895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:19.899651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:19.899764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:19.899813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:20.028593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:20.028838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:20.028883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:20.028911] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:20.033188] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-04T20:39:20.033512] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-04T20:39:20.033700] [INFO ] [sig       ] KYN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:20.189113] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KYN.txt
[2025-12-04T20:39:20.189296] [INFO ] [sig       ] [1817/3547] Completed KYN in 0.4s | 2.93 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-04T20:39:20.189334] [INFO ] [sig       ] [1818/3547] Forecasting KYTX...
[2025-12-04T20:39:20.189362] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-04T20:39:20.189391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-04T20:39:20.203052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-04T20:39:20.203526] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-04T20:39:20.204650] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-04T20:39:20.204700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:20.204730] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:20.204755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:20.204811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:20.266437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:20.267329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:20.267423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:20.267454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:20.392649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:20.392878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:20.392952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:20.392982] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:20.396823] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-04T20:39:20.397130] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-04T20:39:20.397267] [INFO ] [sig       ] KYTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:20.536059] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/KYTX.txt
[2025-12-04T20:39:20.536295] [INFO ] [sig       ] [1818/3547] Completed KYTX in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:20.536338] [INFO ] [sig       ] [1819/3547] Forecasting KZIA...
[2025-12-04T20:39:20.536368] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-04T20:39:20.536397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-04T20:39:20.548820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-04T20:39:20.549204] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-04T20:39:20.550084] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-04T20:39:20.550135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:20.550167] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:20.550192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:20.550248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:20.606335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:20.607399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:20.607492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:20.607526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:20.729330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:20.729603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:20.729662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:20.729693] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:20.733673] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-04T20:39:20.734012] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-04T20:39:20.734146] [INFO ] [sig       ] KZIA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:20.873255] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/KZIA.txt
[2025-12-04T20:39:20.873475] [INFO ] [sig       ] [1819/3547] Completed KZIA in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:20.873516] [INFO ] [sig       ] [1820/3547] Forecasting L...
[2025-12-04T20:39:20.873546] [INFO ] [sig       ] Generating forecast for: L
[2025-12-04T20:39:20.873593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-04T20:39:20.887777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-04T20:39:20.888242] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-04T20:39:20.889133] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-04T20:39:20.889186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:20.889216] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:20.889241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:20.889297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:20.954046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:20.955210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:20.955333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:20.955367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:21.077002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:21.077225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:21.077265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:21.077293] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:21.080968] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=23.77%)
[2025-12-04T20:39:21.081285] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-04T20:39:21.081420] [INFO ] [sig       ] L: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:21.228564] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/L.txt
[2025-12-04T20:39:21.228781] [INFO ] [sig       ] [1820/3547] Completed L in 0.4s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:21.228820] [INFO ] [sig       ] [1821/3547] Forecasting LAB...
[2025-12-04T20:39:21.228849] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-04T20:39:21.228878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-04T20:39:21.241692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-04T20:39:21.242113] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-04T20:39:21.243009] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-04T20:39:21.243061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:21.243091] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:21.243116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:21.243180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:21.299021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:21.300097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:21.300192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:21.300223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:21.425248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:21.425407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:21.425449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:21.425478] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:21.428894] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-04T20:39:21.429169] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-04T20:39:21.429292] [INFO ] [sig       ] LAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:21.574229] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LAB.txt
[2025-12-04T20:39:21.574462] [INFO ] [sig       ] [1821/3547] Completed LAB in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:21.574504] [INFO ] [sig       ] [1822/3547] Forecasting LAD...
[2025-12-04T20:39:21.574533] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-04T20:39:21.574562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-04T20:39:21.588688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-04T20:39:21.589306] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-04T20:39:21.590512] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-04T20:39:21.590589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:21.590680] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:21.590730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:21.590814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:21.650204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:21.651164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:21.651251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:21.651283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:21.769621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:21.769791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:21.769831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:21.769859] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:21.773314] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=56.07%)
[2025-12-04T20:39:21.773703] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-04T20:39:21.773844] [INFO ] [sig       ] LAD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:21.916547] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LAD.txt
[2025-12-04T20:39:21.916712] [INFO ] [sig       ] [1822/3547] Completed LAD in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:21.916750] [INFO ] [sig       ] [1823/3547] Forecasting LAKE...
[2025-12-04T20:39:21.916777] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-04T20:39:21.916806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-04T20:39:21.928936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-04T20:39:21.929292] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-04T20:39:21.930097] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-04T20:39:21.930149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:21.930179] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:21.930205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:21.930260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:21.987242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:21.988015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:21.988095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:21.988128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:22.107822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:22.108000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:22.108042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:22.108070] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:22.111480] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-12-04T20:39:22.111788] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-04T20:39:22.111931] [INFO ] [sig       ] LAKE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:22.254494] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LAKE.txt
[2025-12-04T20:39:22.254645] [INFO ] [sig       ] [1823/3547] Completed LAKE in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:22.254683] [INFO ] [sig       ] [1824/3547] Forecasting LAND...
[2025-12-04T20:39:22.254712] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-04T20:39:22.254744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-04T20:39:22.268367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-04T20:39:22.268911] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-04T20:39:22.269913] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-04T20:39:22.269963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:22.269994] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:22.270019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:22.270075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:22.327405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:22.328343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:22.328444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:22.328480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:22.452204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:22.452434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:22.452478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:22.452507] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:22.456288] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-04T20:39:22.456602] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-04T20:39:22.456734] [INFO ] [sig       ] LAND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:22.596938] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LAND.txt
[2025-12-04T20:39:22.597127] [INFO ] [sig       ] [1824/3547] Completed LAND in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:22.597168] [INFO ] [sig       ] [1825/3547] Forecasting LANDO...
[2025-12-04T20:39:22.597196] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-04T20:39:22.597228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-04T20:39:22.611441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-04T20:39:22.612064] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-04T20:39:22.613046] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-04T20:39:22.613104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:22.613144] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:22.613444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:22.613647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:22.670784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:22.671693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:22.671780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:22.671813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:22.774371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:22.774535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:22.774593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:22.774659] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:22.777972] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=45.84%)
[2025-12-04T20:39:22.778233] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-04T20:39:22.778372] [INFO ] [sig       ] LANDO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:22.915925] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LANDO.txt
[2025-12-04T20:39:22.916077] [INFO ] [sig       ] [1825/3547] Completed LANDO in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:22.916120] [INFO ] [sig       ] [1826/3547] Forecasting LANDP...
[2025-12-04T20:39:22.916170] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-04T20:39:22.916210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-04T20:39:22.928107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-04T20:39:22.928487] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-04T20:39:22.929269] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-04T20:39:22.929318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:22.929348] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:22.929372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:22.929425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:22.984399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:22.985275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:22.985356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:22.985386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:23.097358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:23.097510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:23.097547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:23.097591] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:23.100898] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-04T20:39:23.101161] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-04T20:39:23.101282] [INFO ] [sig       ] LANDP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:23.238430] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LANDP.txt
[2025-12-04T20:39:23.238601] [INFO ] [sig       ] [1826/3547] Completed LANDP in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:23.238643] [INFO ] [sig       ] [1827/3547] Forecasting LASE...
[2025-12-04T20:39:23.238673] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-04T20:39:23.238704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-04T20:39:23.252219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-04T20:39:23.252692] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-04T20:39:23.253586] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-04T20:39:23.253641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:23.253672] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:23.253697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:23.253753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:23.309364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:23.310278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:23.310367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:23.310398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:23.424702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:23.424939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:23.424981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:23.425009] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:23.428917] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2025-12-04T20:39:23.429290] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-04T20:39:23.429439] [INFO ] [sig       ] LASE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:23.573615] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LASE.txt
[2025-12-04T20:39:23.573833] [INFO ] [sig       ] [1827/3547] Completed LASE in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:23.573874] [INFO ] [sig       ] [1828/3547] Forecasting LAZ...
[2025-12-04T20:39:23.573903] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-04T20:39:23.573935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-04T20:39:23.586974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-04T20:39:23.587371] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-04T20:39:23.588197] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-04T20:39:23.588249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:23.588304] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:23.588332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:23.588388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:23.644935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:23.645793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:23.645890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:23.645923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:23.768646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:23.768804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:23.768844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:23.768871] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:23.772194] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-04T20:39:23.772481] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-04T20:39:23.772626] [INFO ] [sig       ] LAZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:23.908540] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LAZ.txt
[2025-12-04T20:39:23.908711] [INFO ] [sig       ] [1828/3547] Completed LAZ in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:23.908758] [INFO ] [sig       ] [1829/3547] Forecasting LBRDA...
[2025-12-04T20:39:23.908794] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-04T20:39:23.908829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-04T20:39:23.919463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-04T20:39:23.919790] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-04T20:39:23.920556] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-04T20:39:23.920622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:23.920653] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:23.920678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:23.920732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:23.975500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:23.976184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:23.976258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:23.976288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:24.095032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:24.095188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:24.095227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:24.095272] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:24.098596] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-12-04T20:39:24.098860] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-04T20:39:24.098981] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:24.233995] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LBRDA.txt
[2025-12-04T20:39:24.234116] [INFO ] [sig       ] [1829/3547] Completed LBRDA in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:24.234154] [INFO ] [sig       ] [1830/3547] Forecasting LBRDK...
[2025-12-04T20:39:24.234182] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-04T20:39:24.234211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-04T20:39:24.246337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-04T20:39:24.246725] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-04T20:39:24.247529] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-04T20:39:24.247599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:24.247633] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:24.247657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:24.247712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:24.308669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:24.309930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:24.310037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:24.310071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:24.433598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:24.433840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:24.433885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:24.433913] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:24.437825] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-12-04T20:39:24.438134] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-04T20:39:24.438301] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:24.575551] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LBRDK.txt
[2025-12-04T20:39:24.575772] [INFO ] [sig       ] [1830/3547] Completed LBRDK in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:24.575812] [INFO ] [sig       ] [1831/3547] Forecasting LBTYA...
[2025-12-04T20:39:24.575839] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-04T20:39:24.575869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-04T20:39:24.589341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-04T20:39:24.589809] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-04T20:39:24.590607] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-04T20:39:24.590657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:24.590687] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:24.590712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:24.590766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:24.647416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:24.648382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:24.648482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:24.648514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:24.768601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:24.768755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:24.768795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:24.768821] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:24.772123] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=74.69%)
[2025-12-04T20:39:24.772378] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-04T20:39:24.772491] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:24.916016] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LBTYA.txt
[2025-12-04T20:39:24.916211] [INFO ] [sig       ] [1831/3547] Completed LBTYA in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:24.916252] [INFO ] [sig       ] [1832/3547] Forecasting LBTYK...
[2025-12-04T20:39:24.916279] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-04T20:39:24.916310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-04T20:39:24.931250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-04T20:39:24.931857] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-04T20:39:24.932815] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-04T20:39:24.932869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:24.932902] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:24.932930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:24.932989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:24.989542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:24.990566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:24.990684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:24.990719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:25.112031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:25.112266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:25.112310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:25.112339] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:25.116097] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-12-04T20:39:25.116437] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-04T20:39:25.116597] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:25.331438] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LBTYK.txt
[2025-12-04T20:39:25.331653] [INFO ] [sig       ] [1832/3547] Completed LBTYK in 0.4s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:25.331695] [INFO ] [sig       ] [1833/3547] Forecasting LC...
[2025-12-04T20:39:25.331723] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-04T20:39:25.331755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-04T20:39:25.345204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-04T20:39:25.345670] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-04T20:39:25.346527] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-04T20:39:25.346607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:25.346660] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:25.346689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:25.346745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:25.406960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:25.408175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:25.408299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:25.408342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:25.528239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:25.528433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:25.528489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:25.528528] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:25.532248] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-04T20:39:25.533310] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-04T20:39:25.533877] [INFO ] [sig       ] LC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:25.672831] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LC.txt
[2025-12-04T20:39:25.673021] [INFO ] [sig       ] [1833/3547] Completed LC in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:25.673074] [INFO ] [sig       ] [1834/3547] Forecasting LCFY...
[2025-12-04T20:39:25.673103] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-04T20:39:25.673134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-04T20:39:25.686081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-04T20:39:25.686491] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-04T20:39:25.687390] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-04T20:39:25.687442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:25.687472] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:25.687498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:25.687554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:25.744286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:25.745276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:25.745370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:25.745401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:25.855214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:25.855442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:25.855484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:25.855511] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:25.859306] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-04T20:39:25.859619] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-04T20:39:25.859756] [INFO ] [sig       ] LCFY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:25.998799] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LCFY.txt
[2025-12-04T20:39:25.998987] [INFO ] [sig       ] [1834/3547] Completed LCFY in 0.3s | 2.93 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-04T20:39:25.999026] [INFO ] [sig       ] [1835/3547] Forecasting LCID...
[2025-12-04T20:39:25.999054] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-04T20:39:25.999084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-04T20:39:26.012631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-04T20:39:26.013090] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-04T20:39:26.013970] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-04T20:39:26.014022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:26.014121] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:26.014148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:26.014204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:26.070005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:26.071115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:26.071206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:26.071237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:26.196463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:26.196717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:26.196769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:26.196797] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:26.200734] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-04T20:39:26.201031] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-04T20:39:26.201161] [INFO ] [sig       ] LCID: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:26.338199] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LCID.txt
[2025-12-04T20:39:26.338415] [INFO ] [sig       ] [1835/3547] Completed LCID in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-04T20:39:26.338456] [INFO ] [sig       ] [1836/3547] Forecasting LCII...
[2025-12-04T20:39:26.338484] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-04T20:39:26.338515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-04T20:39:26.351809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-04T20:39:26.352214] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-04T20:39:26.353121] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-04T20:39:26.353172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:26.353203] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:26.353228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:26.353283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:26.408813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:26.409870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:26.409965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:26.409997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:26.527153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:26.527385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:26.527431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:26.527458] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:26.531465] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-04T20:39:26.531861] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-04T20:39:26.532016] [INFO ] [sig       ] LCII: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:26.672155] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LCII.txt
[2025-12-04T20:39:26.672339] [INFO ] [sig       ] [1836/3547] Completed LCII in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:26.672378] [INFO ] [sig       ] [1837/3547] Forecasting LCNB...
[2025-12-04T20:39:26.672414] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-04T20:39:26.672445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-04T20:39:26.684208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-04T20:39:26.684630] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-04T20:39:26.685453] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-04T20:39:26.685503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:26.685534] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:26.685559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:26.685634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:26.741977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:26.743016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:26.743105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:26.743137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:26.860133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:26.860362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:26.860406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:26.860435] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:26.864188] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-04T20:39:26.864479] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-04T20:39:26.864715] [INFO ] [sig       ] LCNB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:27.012649] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LCNB.txt
[2025-12-04T20:39:27.012866] [INFO ] [sig       ] [1837/3547] Completed LCNB in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:27.012908] [INFO ] [sig       ] [1838/3547] Forecasting LDI...
[2025-12-04T20:39:27.012937] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-04T20:39:27.012968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-04T20:39:27.032399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-04T20:39:27.032939] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-04T20:39:27.033822] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-04T20:39:27.033874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:27.033905] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:27.033930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:27.033986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:27.089794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:27.090742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:27.090856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:27.090888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:27.209279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:27.209499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:27.209543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:27.209616] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:27.213308] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-04T20:39:27.213613] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-04T20:39:27.213743] [INFO ] [sig       ] LDI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:27.351371] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LDI.txt
[2025-12-04T20:39:27.351524] [INFO ] [sig       ] [1838/3547] Completed LDI in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:27.351562] [INFO ] [sig       ] [1839/3547] Forecasting LDOS...
[2025-12-04T20:39:27.351612] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-04T20:39:27.351650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-04T20:39:27.365956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-04T20:39:27.366422] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-04T20:39:27.367385] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-04T20:39:27.367488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:27.367523] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:27.367550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:27.367627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:27.423037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:27.424139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:27.424234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:27.424266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:27.540434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:27.540631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:27.540672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:27.540700] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:27.544115] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-04T20:39:27.544396] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-04T20:39:27.544528] [INFO ] [sig       ] LDOS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:27.681287] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LDOS.txt
[2025-12-04T20:39:27.681442] [INFO ] [sig       ] [1839/3547] Completed LDOS in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:27.681480] [INFO ] [sig       ] [1840/3547] Forecasting LDP...
[2025-12-04T20:39:27.681507] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-04T20:39:27.681535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-04T20:39:27.696452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-04T20:39:27.697105] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-04T20:39:27.698164] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-04T20:39:27.698238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:27.698312] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:27.698342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:27.698408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:27.756178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:27.757410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:27.757511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:27.757545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:27.877844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:27.878082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:27.878136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:27.878195] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:27.882098] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-12-04T20:39:27.882415] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-04T20:39:27.882553] [INFO ] [sig       ] LDP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:28.023830] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LDP.txt
[2025-12-04T20:39:28.024069] [INFO ] [sig       ] [1840/3547] Completed LDP in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:28.024119] [INFO ] [sig       ] [1841/3547] Forecasting LDSF...
[2025-12-04T20:39:28.024148] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-04T20:39:28.024180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-04T20:39:28.037322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-04T20:39:28.037821] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-04T20:39:28.038837] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-04T20:39:28.038892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:28.038924] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:28.038949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:28.039006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:28.098080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:28.099314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:28.099445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:28.099480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:28.211080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:28.211324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:28.211370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:28.211397] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:28.216441] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-04T20:39:28.216890] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-04T20:39:28.217074] [INFO ] [sig       ] LDSF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:28.355844] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LDSF.txt
[2025-12-04T20:39:28.356015] [INFO ] [sig       ] [1841/3547] Completed LDSF in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:28.356055] [INFO ] [sig       ] [1842/3547] Forecasting LE...
[2025-12-04T20:39:28.356085] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-04T20:39:28.356114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-04T20:39:28.369896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-04T20:39:28.370327] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-04T20:39:28.371194] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-04T20:39:28.371244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:28.371273] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:28.371297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:28.371353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:28.426278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:28.426981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:28.427065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:28.427096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:28.549289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:28.549509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:28.549614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:28.549643] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:28.553380] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-04T20:39:28.553701] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-04T20:39:28.553834] [INFO ] [sig       ] LE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:28.691510] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LE.txt
[2025-12-04T20:39:28.691706] [INFO ] [sig       ] [1842/3547] Completed LE in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:28.691746] [INFO ] [sig       ] [1843/3547] Forecasting LEA...
[2025-12-04T20:39:28.691774] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-04T20:39:28.691805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-04T20:39:28.706142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-04T20:39:28.706714] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-04T20:39:28.707674] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-04T20:39:28.707731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:28.707765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:28.707792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:28.707853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:28.765184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:28.766241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:28.766329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:28.766361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:28.885696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:28.885889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:28.885938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:28.885966] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:28.889462] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-04T20:39:28.889751] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-04T20:39:28.889879] [INFO ] [sig       ] LEA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:29.025608] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LEA.txt
[2025-12-04T20:39:29.025775] [INFO ] [sig       ] [1843/3547] Completed LEA in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:29.025814] [INFO ] [sig       ] [1844/3547] Forecasting LECO...
[2025-12-04T20:39:29.025841] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-04T20:39:29.025871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-04T20:39:29.039845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-04T20:39:29.040346] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-04T20:39:29.041306] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-04T20:39:29.041361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:29.041392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:29.041419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:29.041495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:29.098642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:29.099702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:29.099793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:29.099825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:29.217891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:29.218048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:29.218093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:29.218120] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:29.221916] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-04T20:39:29.222219] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-04T20:39:29.222348] [INFO ] [sig       ] LECO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:29.359756] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LECO.txt
[2025-12-04T20:39:29.359927] [INFO ] [sig       ] [1844/3547] Completed LECO in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:29.359967] [INFO ] [sig       ] [1845/3547] Forecasting LEG...
[2025-12-04T20:39:29.359996] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-04T20:39:29.360025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-04T20:39:29.373985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-04T20:39:29.374514] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-04T20:39:29.375402] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-04T20:39:29.375452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:29.375482] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:29.375541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:29.375612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:29.432132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:29.433344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:29.433449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:29.433481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:29.552759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:29.552988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:29.553034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:29.553061] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:29.557157] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-04T20:39:29.557473] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-04T20:39:29.557650] [INFO ] [sig       ] LEG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:29.703010] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LEG.txt
[2025-12-04T20:39:29.703198] [INFO ] [sig       ] [1845/3547] Completed LEG in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:29.703237] [INFO ] [sig       ] [1846/3547] Forecasting LEGH...
[2025-12-04T20:39:29.703265] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-04T20:39:29.703333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-04T20:39:29.716528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-04T20:39:29.717048] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-04T20:39:29.717986] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-04T20:39:29.718061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:29.718093] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:29.718120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:29.718178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:29.776808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:29.777919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:29.778032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:29.778072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:29.901611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:29.901900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:29.901951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:29.901982] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:29.905967] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-04T20:39:29.906265] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-04T20:39:29.906398] [INFO ] [sig       ] LEGH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:30.044179] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LEGH.txt
[2025-12-04T20:39:30.044374] [INFO ] [sig       ] [1846/3547] Completed LEGH in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:30.044412] [INFO ] [sig       ] [1847/3547] Forecasting LEN...
[2025-12-04T20:39:30.044442] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-04T20:39:30.044482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-04T20:39:30.058236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-04T20:39:30.058791] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-04T20:39:30.059678] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-04T20:39:30.059728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:30.059758] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:30.059787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:30.059843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:30.115313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:30.116510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:30.116621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:30.116654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:30.238085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:30.238342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:30.238388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:30.238415] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:30.242127] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-04T20:39:30.242422] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-04T20:39:30.242557] [INFO ] [sig       ] LEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:30.381430] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LEN.txt
[2025-12-04T20:39:30.381662] [INFO ] [sig       ] [1847/3547] Completed LEN in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:30.381703] [INFO ] [sig       ] [1848/3547] Forecasting LENZ...
[2025-12-04T20:39:30.381732] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-04T20:39:30.381763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-04T20:39:30.395294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-04T20:39:30.395796] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-04T20:39:30.396702] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-04T20:39:30.396752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:30.396783] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:30.396809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:30.396865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:30.452719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:30.453731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:30.453826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:30.453856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:30.573636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:30.573866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:30.573910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:30.573935] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:30.577671] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-04T20:39:30.577994] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-04T20:39:30.578131] [INFO ] [sig       ] LENZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:30.719224] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LENZ.txt
[2025-12-04T20:39:30.719432] [INFO ] [sig       ] [1848/3547] Completed LENZ in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:30.719483] [INFO ] [sig       ] [1849/3547] Forecasting LEO...
[2025-12-04T20:39:30.719513] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-04T20:39:30.719545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-04T20:39:30.733260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-04T20:39:30.733798] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-04T20:39:30.734682] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-04T20:39:30.734734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:30.734766] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:30.734791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:30.734847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:30.790791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:30.791835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:30.791948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:30.791980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:30.911904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:30.912141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:30.912184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:30.912211] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:30.916205] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-04T20:39:30.916537] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-04T20:39:30.916702] [INFO ] [sig       ] LEO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:31.059896] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LEO.txt
[2025-12-04T20:39:31.060059] [INFO ] [sig       ] [1849/3547] Completed LEO in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:31.060106] [INFO ] [sig       ] [1850/3547] Forecasting LESL...
[2025-12-04T20:39:31.060134] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-04T20:39:31.060166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-04T20:39:31.074632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-04T20:39:31.075202] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-04T20:39:31.076137] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-04T20:39:31.076189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:31.076222] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:31.076249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:31.076306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:31.132938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:31.134088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:31.134191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:31.134226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:31.257774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:31.258003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:31.258049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:31.258076] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:31.262103] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-04T20:39:31.262444] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-04T20:39:31.262595] [INFO ] [sig       ] LESL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:31.402602] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LESL.txt
[2025-12-04T20:39:31.402862] [INFO ] [sig       ] [1850/3547] Completed LESL in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:31.402906] [INFO ] [sig       ] [1851/3547] Forecasting LEVI...
[2025-12-04T20:39:31.402936] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-04T20:39:31.402966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-04T20:39:31.417032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-04T20:39:31.417596] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-04T20:39:31.418601] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-04T20:39:31.418656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:31.418689] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:31.418714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:31.418773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:31.475312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:31.476443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:31.476536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:31.476568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:31.600559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:31.600808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:31.600851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:31.600877] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:31.604636] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=71.90%)
[2025-12-04T20:39:31.604976] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-04T20:39:31.605108] [INFO ] [sig       ] LEVI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:31.744629] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LEVI.txt
[2025-12-04T20:39:31.744845] [INFO ] [sig       ] [1851/3547] Completed LEVI in 0.3s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:31.744885] [INFO ] [sig       ] [1852/3547] Forecasting LFMD...
[2025-12-04T20:39:31.744913] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-04T20:39:31.744943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-04T20:39:31.759819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-04T20:39:31.760420] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-04T20:39:31.761513] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-04T20:39:31.761566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:31.761620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:31.761646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:31.761704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:31.831025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:31.832272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:31.832376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:31.832410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:31.955133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:31.955375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:31.955419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:31.955447] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:31.959342] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-12-04T20:39:31.959676] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-04T20:39:31.959846] [INFO ] [sig       ] LFMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:32.098786] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LFMD.txt
[2025-12-04T20:39:32.098980] [INFO ] [sig       ] [1852/3547] Completed LFMD in 0.4s | 2.93 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-04T20:39:32.099020] [INFO ] [sig       ] [1853/3547] Forecasting LFUS...
[2025-12-04T20:39:32.099048] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-04T20:39:32.099078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-04T20:39:32.112044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-04T20:39:32.112409] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-04T20:39:32.113442] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-04T20:39:32.113505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:32.113550] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:32.113598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:32.113670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:32.178859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:32.179971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:32.180070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:32.180102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:32.300190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:32.300432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:32.300502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:32.300531] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:32.304350] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-04T20:39:32.304663] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-04T20:39:32.304792] [INFO ] [sig       ] LFUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:32.442784] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LFUS.txt
[2025-12-04T20:39:32.442987] [INFO ] [sig       ] [1853/3547] Completed LFUS in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:32.443027] [INFO ] [sig       ] [1854/3547] Forecasting LFVN...
[2025-12-04T20:39:32.443055] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-04T20:39:32.443087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-04T20:39:32.456759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-04T20:39:32.457307] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-04T20:39:32.458216] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-04T20:39:32.458289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:32.458320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:32.458346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:32.458402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:32.514413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:32.515544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:32.515659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:32.515691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:32.637889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:32.638159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:32.638207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:32.638236] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:32.642357] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-04T20:39:32.642703] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-04T20:39:32.642860] [INFO ] [sig       ] LFVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:32.790049] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LFVN.txt
[2025-12-04T20:39:32.790277] [INFO ] [sig       ] [1854/3547] Completed LFVN in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:32.790328] [INFO ] [sig       ] [1855/3547] Forecasting LGCL...
[2025-12-04T20:39:32.790369] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-04T20:39:32.790405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-04T20:39:32.803875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-04T20:39:32.804348] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-04T20:39:32.805251] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-04T20:39:32.805302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:32.805335] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:32.805360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:32.805417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:32.865109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:32.866279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:32.866379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:32.866419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:32.978990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:32.979227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:32.979272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:32.979300] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:32.983151] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=28.10%)
[2025-12-04T20:39:32.983486] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-04T20:39:32.983639] [INFO ] [sig       ] LGCL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:33.125511] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LGCL.txt
[2025-12-04T20:39:33.125748] [INFO ] [sig       ] [1855/3547] Completed LGCL in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:33.125788] [INFO ] [sig       ] [1856/3547] Forecasting LGI...
[2025-12-04T20:39:33.125816] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-04T20:39:33.125850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-04T20:39:33.139842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-04T20:39:33.140359] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-04T20:39:33.141397] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-04T20:39:33.141451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:33.141484] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:33.141510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:33.141599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:33.198954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:33.200130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:33.200227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:33.200260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:33.319513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:33.319764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:33.319809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:33.319838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:33.323735] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-04T20:39:33.324097] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-04T20:39:33.324255] [INFO ] [sig       ] LGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:33.460549] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LGI.txt
[2025-12-04T20:39:33.460754] [INFO ] [sig       ] [1856/3547] Completed LGI in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:33.460793] [INFO ] [sig       ] [1857/3547] Forecasting LGIH...
[2025-12-04T20:39:33.460821] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-04T20:39:33.460851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-04T20:39:33.473810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-04T20:39:33.474240] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-04T20:39:33.475120] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-04T20:39:33.475171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:33.475220] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:33.475246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:33.475300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:33.533336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:33.534354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:33.534452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:33.534484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:33.650971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:33.651192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:33.651262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:33.651291] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:33.655055] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-04T20:39:33.655357] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-04T20:39:33.655503] [INFO ] [sig       ] LGIH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:33.793026] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LGIH.txt
[2025-12-04T20:39:33.793210] [INFO ] [sig       ] [1857/3547] Completed LGIH in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:33.793249] [INFO ] [sig       ] [1858/3547] Forecasting LGND...
[2025-12-04T20:39:33.793276] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-04T20:39:33.793307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-04T20:39:33.806357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-04T20:39:33.806742] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-04T20:39:33.807612] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-04T20:39:33.807662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:33.807691] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:33.807715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:33.807770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:33.863225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:33.863992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:33.864102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:33.864134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:33.983245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:33.983467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:33.983510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:33.983536] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:33.987299] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-04T20:39:33.987606] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-04T20:39:33.987732] [INFO ] [sig       ] LGND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:34.128326] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LGND.txt
[2025-12-04T20:39:34.128553] [INFO ] [sig       ] [1858/3547] Completed LGND in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:34.128615] [INFO ] [sig       ] [1859/3547] Forecasting LH...
[2025-12-04T20:39:34.128645] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-04T20:39:34.128674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-04T20:39:34.142179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-04T20:39:34.142696] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-04T20:39:34.143594] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-04T20:39:34.143646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:34.143677] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:34.143701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:34.143758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:34.199527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:34.200730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:34.200822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:34.200853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:34.324587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:34.324872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:34.324916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:34.324942] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:34.328800] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2025-12-04T20:39:34.329141] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-04T20:39:34.329281] [INFO ] [sig       ] LH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:34.469006] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LH.txt
[2025-12-04T20:39:34.469179] [INFO ] [sig       ] [1859/3547] Completed LH in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:34.469219] [INFO ] [sig       ] [1860/3547] Forecasting LHX...
[2025-12-04T20:39:34.469247] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-04T20:39:34.469276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-04T20:39:34.482676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-04T20:39:34.483026] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-04T20:39:34.483902] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-04T20:39:34.483951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:34.483982] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:34.484006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:34.484066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:34.540756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:34.541782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:34.541873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:34.541905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:34.664423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:34.664655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:34.664700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:34.664726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:34.668371] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-04T20:39:34.668674] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-04T20:39:34.668803] [INFO ] [sig       ] LHX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:34.809406] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LHX.txt
[2025-12-04T20:39:34.809602] [INFO ] [sig       ] [1860/3547] Completed LHX in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:34.809650] [INFO ] [sig       ] [1861/3547] Forecasting LI...
[2025-12-04T20:39:34.809680] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-04T20:39:34.809711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-04T20:39:34.823406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-04T20:39:34.823997] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-04T20:39:34.824906] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-04T20:39:34.824956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:34.824987] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:34.825011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:34.825067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:34.880538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:34.881695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:34.881787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:34.881819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:35.004316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:35.004535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:35.004597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:35.004629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:35.008411] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-04T20:39:35.008737] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-04T20:39:35.008873] [INFO ] [sig       ] LI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:35.151536] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LI.txt
[2025-12-04T20:39:35.151763] [INFO ] [sig       ] [1861/3547] Completed LI in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:35.151808] [INFO ] [sig       ] [1862/3547] Forecasting LICN...
[2025-12-04T20:39:35.151841] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-04T20:39:35.151875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-04T20:39:35.166007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-04T20:39:35.166596] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-04T20:39:35.167536] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-04T20:39:35.167620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:35.167654] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:35.167680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:35.167737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:35.224865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:35.225993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:35.226090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:35.226122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:35.346159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:35.346382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:35.346426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:35.346453] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:35.350105] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-12-04T20:39:35.350385] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-04T20:39:35.350514] [INFO ] [sig       ] LICN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:35.485743] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LICN.txt
[2025-12-04T20:39:35.485903] [INFO ] [sig       ] [1862/3547] Completed LICN in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:35.485941] [INFO ] [sig       ] [1863/3547] Forecasting LIF...
[2025-12-04T20:39:35.486005] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-04T20:39:35.486036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-04T20:39:35.498639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-04T20:39:35.498993] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-04T20:39:35.499850] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-04T20:39:35.499901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:35.499932] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:35.499958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:35.500013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:35.555280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:35.556293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:35.556384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:35.556414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:35.679689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:35.679922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:35.679966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:35.679994] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:35.683845] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-04T20:39:35.684188] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-04T20:39:35.684342] [INFO ] [sig       ] LIF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:35.826184] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LIF.txt
[2025-12-04T20:39:35.826382] [INFO ] [sig       ] [1863/3547] Completed LIF in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:35.826428] [INFO ] [sig       ] [1864/3547] Forecasting LII...
[2025-12-04T20:39:35.826459] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-04T20:39:35.826489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-04T20:39:35.839110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-04T20:39:35.839526] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-04T20:39:35.840427] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-04T20:39:35.840477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:35.840506] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:35.840531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:35.840612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:35.895860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:35.896734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:35.896822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:35.896854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:36.014270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:36.014497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:36.014543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:36.014618] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:36.018458] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=78.33%)
[2025-12-04T20:39:36.018793] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-04T20:39:36.018943] [INFO ] [sig       ] LII: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:36.158328] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LII.txt
[2025-12-04T20:39:36.158503] [INFO ] [sig       ] [1864/3547] Completed LII in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:36.158541] [INFO ] [sig       ] [1865/3547] Forecasting LILA...
[2025-12-04T20:39:36.158588] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-04T20:39:36.158622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-04T20:39:36.171409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-04T20:39:36.171735] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-04T20:39:36.172596] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-04T20:39:36.172646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:36.172676] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:36.172701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:36.172758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:36.227637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:36.228448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:36.228537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:36.228567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:36.344909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:36.345126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:36.345168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:36.345195] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:36.348858] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-04T20:39:36.349148] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-04T20:39:36.349271] [INFO ] [sig       ] LILA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:36.485938] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LILA.txt
[2025-12-04T20:39:36.486102] [INFO ] [sig       ] [1865/3547] Completed LILA in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:36.486138] [INFO ] [sig       ] [1866/3547] Forecasting LILAK...
[2025-12-04T20:39:36.486166] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-04T20:39:36.486194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-04T20:39:36.499112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-04T20:39:36.499507] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-04T20:39:36.500416] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-04T20:39:36.500472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:36.500507] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:36.500535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:36.500646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:36.557186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:36.558089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:36.558185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:36.558248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:36.685299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:36.685523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:36.685584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:36.685618] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:36.689406] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-04T20:39:36.689721] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-04T20:39:36.689863] [INFO ] [sig       ] LILAK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:36.828770] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LILAK.txt
[2025-12-04T20:39:36.828943] [INFO ] [sig       ] [1866/3547] Completed LILAK in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:36.828981] [INFO ] [sig       ] [1867/3547] Forecasting LIN...
[2025-12-04T20:39:36.829011] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-04T20:39:36.829045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-04T20:39:36.842281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-04T20:39:36.842698] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-04T20:39:36.843552] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-04T20:39:36.843624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:36.843658] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:36.843683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:36.843739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:36.900901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:36.902155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:36.902258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:36.902291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:37.021477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:37.021686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:37.021731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:37.021759] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:37.025533] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-04T20:39:37.025839] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-04T20:39:37.025966] [INFO ] [sig       ] LIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:37.166016] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LIN.txt
[2025-12-04T20:39:37.166203] [INFO ] [sig       ] [1867/3547] Completed LIN in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:37.166241] [INFO ] [sig       ] [1868/3547] Forecasting LINC...
[2025-12-04T20:39:37.166269] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-04T20:39:37.166298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-04T20:39:37.180727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-04T20:39:37.181258] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-04T20:39:37.182185] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-04T20:39:37.182239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:37.182270] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:37.182315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:37.182375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:37.241540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:37.242623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:37.242719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:37.242751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:37.358434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:37.358610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:37.358650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:37.358679] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:37.362129] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-04T20:39:37.362414] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-04T20:39:37.362541] [INFO ] [sig       ] LINC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:37.499344] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LINC.txt
[2025-12-04T20:39:37.499499] [INFO ] [sig       ] [1868/3547] Completed LINC in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:37.499537] [INFO ] [sig       ] [1869/3547] Forecasting LINE...
[2025-12-04T20:39:37.499566] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-04T20:39:37.499614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-04T20:39:37.513205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-04T20:39:37.513789] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-04T20:39:37.514780] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-04T20:39:37.514832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:37.514865] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:37.514891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:37.514948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:37.572629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:37.573615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:37.573701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:37.573732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:37.693645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:37.693806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:37.693847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:37.693873] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:37.697136] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-12-04T20:39:37.697431] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-04T20:39:37.697549] [INFO ] [sig       ] LINE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:37.835073] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LINE.txt
[2025-12-04T20:39:37.835222] [INFO ] [sig       ] [1869/3547] Completed LINE in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:37.835267] [INFO ] [sig       ] [1870/3547] Forecasting LINK...
[2025-12-04T20:39:37.835295] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-04T20:39:37.835323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-04T20:39:37.847000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-04T20:39:37.847364] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-04T20:39:37.848218] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-04T20:39:37.848294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:37.848327] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:37.848353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:37.848407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:37.904272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:37.905100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:37.905194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:37.905229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:38.016872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:38.017033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:38.017073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:38.017101] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:38.020502] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-04T20:39:38.020815] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-04T20:39:38.020945] [INFO ] [sig       ] LINK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:38.159169] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LINK.txt
[2025-12-04T20:39:38.159320] [INFO ] [sig       ] [1870/3547] Completed LINK in 0.3s | 2.93 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-04T20:39:38.159357] [INFO ] [sig       ] [1871/3547] Forecasting LITE...
[2025-12-04T20:39:38.159385] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-04T20:39:38.159414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-04T20:39:38.171607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-04T20:39:38.171962] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-04T20:39:38.172739] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-04T20:39:38.172789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:38.172819] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:38.172843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:38.172896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:38.234051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:38.235037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:38.235128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:38.235166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:38.360338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:38.360486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:38.360524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:38.360551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:38.363814] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-04T20:39:38.364073] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-04T20:39:38.364191] [INFO ] [sig       ] LITE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:38.508967] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LITE.txt
[2025-12-04T20:39:38.509123] [INFO ] [sig       ] [1871/3547] Completed LITE in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:38.509166] [INFO ] [sig       ] [1872/3547] Forecasting LITM...
[2025-12-04T20:39:38.509194] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-04T20:39:38.509231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-04T20:39:38.522886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-04T20:39:38.523428] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-04T20:39:38.524328] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-04T20:39:38.524381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:38.524411] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:38.524436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:38.524492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:38.581284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:38.582466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:38.582627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:38.582669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:38.703372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:38.703611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:38.703654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:38.703681] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:38.707420] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-04T20:39:38.707789] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-04T20:39:38.707938] [INFO ] [sig       ] LITM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:38.854826] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LITM.txt
[2025-12-04T20:39:38.855049] [INFO ] [sig       ] [1872/3547] Completed LITM in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:38.855100] [INFO ] [sig       ] [1873/3547] Forecasting LKFN...
[2025-12-04T20:39:38.855137] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-04T20:39:38.855174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-04T20:39:38.872626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-04T20:39:38.873179] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-04T20:39:38.874067] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-04T20:39:38.874120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:38.874151] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:38.874175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:38.874232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:38.929193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:38.930282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:38.930380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:38.930411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:39.045239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:39.045466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:39.045511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:39.045539] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:39.049311] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-04T20:39:39.049638] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-04T20:39:39.049783] [INFO ] [sig       ] LKFN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:39.187690] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LKFN.txt
[2025-12-04T20:39:39.187895] [INFO ] [sig       ] [1873/3547] Completed LKFN in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:39.187938] [INFO ] [sig       ] [1874/3547] Forecasting LKQ...
[2025-12-04T20:39:39.187966] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-04T20:39:39.187996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-04T20:39:39.200762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-04T20:39:39.201106] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-04T20:39:39.201972] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-04T20:39:39.202022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:39.202053] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:39.202078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:39.202134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:39.257797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:39.258591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:39.258679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:39.258710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:39.373674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:39.373895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:39.373937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:39.373963] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:39.377854] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-04T20:39:39.378148] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-04T20:39:39.378301] [INFO ] [sig       ] LKQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:39.514871] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LKQ.txt
[2025-12-04T20:39:39.515081] [INFO ] [sig       ] [1874/3547] Completed LKQ in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:39.515120] [INFO ] [sig       ] [1875/3547] Forecasting LLY...
[2025-12-04T20:39:39.515148] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-04T20:39:39.515179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-04T20:39:39.528500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-04T20:39:39.529058] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-04T20:39:39.529949] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-04T20:39:39.530000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:39.530030] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:39.530054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:39.530109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:39.585977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:39.587031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:39.587124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:39.587154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:39.708028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:39.708277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:39.708322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:39.708350] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:39.712085] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-04T20:39:39.712369] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-04T20:39:39.712497] [INFO ] [sig       ] LLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:39.849522] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LLY.txt
[2025-12-04T20:39:39.849743] [INFO ] [sig       ] [1875/3547] Completed LLY in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:39.849784] [INFO ] [sig       ] [1876/3547] Forecasting LLYVA...
[2025-12-04T20:39:39.849811] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-04T20:39:39.849842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-04T20:39:39.863025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-04T20:39:39.863502] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-04T20:39:39.864311] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-04T20:39:39.864363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:39.864392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:39.864417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:39.864472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:39.920933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:39.921911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:39.921999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:39.922029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:40.041657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:40.041818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:40.041857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:40.041885] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:40.045260] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=52.91%)
[2025-12-04T20:39:40.045526] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-04T20:39:40.045668] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:40.204613] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LLYVA.txt
[2025-12-04T20:39:40.204807] [INFO ] [sig       ] [1876/3547] Completed LLYVA in 0.4s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:40.204846] [INFO ] [sig       ] [1877/3547] Forecasting LLYVK...
[2025-12-04T20:39:40.204875] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-04T20:39:40.204905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-04T20:39:40.219090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-04T20:39:40.219655] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-04T20:39:40.220603] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-04T20:39:40.220656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:40.220689] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:40.220717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:40.220774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:40.277661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:40.278588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:40.278682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:40.278714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:40.400563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:40.400810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:40.400854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:40.400884] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:40.404694] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-04T20:39:40.404992] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-04T20:39:40.405121] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:40.544629] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LLYVK.txt
[2025-12-04T20:39:40.544811] [INFO ] [sig       ] [1877/3547] Completed LLYVK in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:40.544850] [INFO ] [sig       ] [1878/3547] Forecasting LMB...
[2025-12-04T20:39:40.544879] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-04T20:39:40.544908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-04T20:39:40.559282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-04T20:39:40.559916] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-04T20:39:40.560820] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-04T20:39:40.560871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:40.560903] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:40.560929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:40.560985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:40.617777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:40.618726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:40.618822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:40.618855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:40.739355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:40.739605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:40.739655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:40.739683] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:40.743530] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-04T20:39:40.743859] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-04T20:39:40.743995] [INFO ] [sig       ] LMB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:40.882934] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LMB.txt
[2025-12-04T20:39:40.883109] [INFO ] [sig       ] [1878/3547] Completed LMB in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:40.883148] [INFO ] [sig       ] [1879/3547] Forecasting LMBS...
[2025-12-04T20:39:40.883175] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-04T20:39:40.883205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-04T20:39:40.896434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-04T20:39:40.896896] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-04T20:39:40.897776] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-04T20:39:40.897828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:40.897859] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:40.897886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:40.897965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:40.955979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:40.956955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:40.957052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:40.957097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:41.080460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:41.080710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:41.080757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:41.080784] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:41.084548] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-04T20:39:41.084868] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-04T20:39:41.085001] [INFO ] [sig       ] LMBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:41.223925] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LMBS.txt
[2025-12-04T20:39:41.224114] [INFO ] [sig       ] [1879/3547] Completed LMBS in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:41.224195] [INFO ] [sig       ] [1880/3547] Forecasting LMND...
[2025-12-04T20:39:41.224225] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-04T20:39:41.224255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-04T20:39:41.237715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-04T20:39:41.238159] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-04T20:39:41.239056] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-04T20:39:41.239108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:41.239139] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:41.239166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:41.239224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:41.296052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:41.297005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:41.297097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:41.297129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:41.418396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:41.418637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:41.418685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:41.418715] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:41.422468] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-04T20:39:41.422779] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-04T20:39:41.422912] [INFO ] [sig       ] LMND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:41.561196] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LMND.txt
[2025-12-04T20:39:41.561393] [INFO ] [sig       ] [1880/3547] Completed LMND in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:41.561433] [INFO ] [sig       ] [1881/3547] Forecasting LNC...
[2025-12-04T20:39:41.561461] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-04T20:39:41.561493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-04T20:39:41.575841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-04T20:39:41.576430] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-04T20:39:41.577377] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-04T20:39:41.577450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:41.577482] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:41.577508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:41.577564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:41.635338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:41.636541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:41.636658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:41.636691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:41.762211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:41.762451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:41.762498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:41.762526] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:41.766321] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=67.27%)
[2025-12-04T20:39:41.766658] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-04T20:39:41.766818] [INFO ] [sig       ] LNC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:41.907465] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LNC.txt
[2025-12-04T20:39:41.907680] [INFO ] [sig       ] [1881/3547] Completed LNC in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:41.907726] [INFO ] [sig       ] [1882/3547] Forecasting LND...
[2025-12-04T20:39:41.907756] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-04T20:39:41.907786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-04T20:39:41.922742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-04T20:39:41.923144] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-04T20:39:41.924006] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-04T20:39:41.924057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:41.924088] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:41.924113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:41.924173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:41.979499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:41.980472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:41.980566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:41.980618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:42.093946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:42.094172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:42.094215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:42.094241] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:42.097867] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-12-04T20:39:42.098154] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-04T20:39:42.098291] [INFO ] [sig       ] LND: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:42.236293] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LND.txt
[2025-12-04T20:39:42.236505] [INFO ] [sig       ] [1882/3547] Completed LND in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:42.236549] [INFO ] [sig       ] [1883/3547] Forecasting LNG...
[2025-12-04T20:39:42.236599] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-04T20:39:42.236630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-04T20:39:42.249718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-04T20:39:42.250121] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-04T20:39:42.250990] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-04T20:39:42.251040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:42.251070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:42.251131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:42.251188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:42.307266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:42.307995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:42.308078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:42.308109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:42.438638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:42.438794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:42.438833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:42.438860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:42.442317] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-04T20:39:42.442609] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-04T20:39:42.442733] [INFO ] [sig       ] LNG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:42.582483] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LNG.txt
[2025-12-04T20:39:42.582664] [INFO ] [sig       ] [1883/3547] Completed LNG in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:42.582706] [INFO ] [sig       ] [1884/3547] Forecasting LNKB...
[2025-12-04T20:39:42.582735] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-04T20:39:42.582764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-04T20:39:42.595261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-04T20:39:42.595702] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-04T20:39:42.596614] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-04T20:39:42.596665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:42.596696] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:42.596721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:42.596776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:42.652874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:42.653813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:42.653903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:42.653934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:42.767923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:42.768142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:42.768183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:42.768210] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:42.772081] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-04T20:39:42.772373] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-04T20:39:42.772502] [INFO ] [sig       ] LNKB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:42.911220] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LNKB.txt
[2025-12-04T20:39:42.911398] [INFO ] [sig       ] [1884/3547] Completed LNKB in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:42.911440] [INFO ] [sig       ] [1885/3547] Forecasting LNN...
[2025-12-04T20:39:42.911469] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-04T20:39:42.911500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-04T20:39:42.925736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-04T20:39:42.926193] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-04T20:39:42.927184] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-04T20:39:42.927236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:42.927268] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:42.927294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:42.927349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:42.984854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:42.986062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:42.986168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:42.986203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:43.116326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:43.116554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:43.116632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:43.116670] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:43.120491] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-04T20:39:43.120811] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-04T20:39:43.120957] [INFO ] [sig       ] LNN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:43.267557] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LNN.txt
[2025-12-04T20:39:43.267786] [INFO ] [sig       ] [1885/3547] Completed LNN in 0.4s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:43.267827] [INFO ] [sig       ] [1886/3547] Forecasting LNTH...
[2025-12-04T20:39:43.267857] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-04T20:39:43.267887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-04T20:39:43.281530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-04T20:39:43.282024] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-04T20:39:43.282961] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-04T20:39:43.283013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:43.283044] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:43.283068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:43.283123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:43.338852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:43.339925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:43.340015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:43.340047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:43.458773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:43.459005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:43.459047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:43.459075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:43.462966] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-12-04T20:39:43.463310] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-04T20:39:43.463450] [INFO ] [sig       ] LNTH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:43.602768] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LNTH.txt
[2025-12-04T20:39:43.602959] [INFO ] [sig       ] [1886/3547] Completed LNTH in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:43.602998] [INFO ] [sig       ] [1887/3547] Forecasting LNZA...
[2025-12-04T20:39:43.603027] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-04T20:39:43.603057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-04T20:39:43.616089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-04T20:39:43.616447] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-04T20:39:43.617239] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-04T20:39:43.617288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:43.617319] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:43.617343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:43.617397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:43.673050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:43.673954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:43.674037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:43.674067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:43.788469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:43.788639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:43.788683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:43.788711] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:43.791938] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=19.73%)
[2025-12-04T20:39:43.792195] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-04T20:39:43.792317] [INFO ] [sig       ] LNZA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:43.928063] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LNZA.txt
[2025-12-04T20:39:43.928212] [INFO ] [sig       ] [1887/3547] Completed LNZA in 0.3s | 2.93 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-04T20:39:43.928249] [INFO ] [sig       ] [1888/3547] Forecasting LOAN...
[2025-12-04T20:39:43.928309] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-04T20:39:43.928339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-04T20:39:43.938589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-04T20:39:43.938912] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-04T20:39:43.939682] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-04T20:39:43.939731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:43.939761] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:43.939787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:43.939841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:43.994353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:43.995233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:43.995318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:43.995348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:44.107526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:44.107707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:44.107767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:44.107796] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:44.111977] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-04T20:39:44.112280] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-04T20:39:44.112610] [INFO ] [sig       ] LOAN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:44.270977] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LOAN.txt
[2025-12-04T20:39:44.271188] [INFO ] [sig       ] [1888/3547] Completed LOAN in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:44.271235] [INFO ] [sig       ] [1889/3547] Forecasting LOB...
[2025-12-04T20:39:44.271270] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-04T20:39:44.271305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-04T20:39:44.285979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-04T20:39:44.286465] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-04T20:39:44.287505] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-04T20:39:44.287589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:44.287635] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:44.287673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:44.287750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:44.355753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:44.356687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:44.356779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:44.356815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:44.516008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:44.516196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:44.516256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:44.516294] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:44.520478] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-04T20:39:44.520859] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-04T20:39:44.521012] [INFO ] [sig       ] LOB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:44.705648] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LOB.txt
[2025-12-04T20:39:44.705852] [INFO ] [sig       ] [1889/3547] Completed LOB in 0.4s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:44.705908] [INFO ] [sig       ] [1890/3547] Forecasting LOCO...
[2025-12-04T20:39:44.705939] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-04T20:39:44.705967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-04T20:39:44.723055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-04T20:39:44.723592] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-04T20:39:44.724811] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-04T20:39:44.724881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:44.724931] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:44.724975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:44.725065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:44.792750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:44.794058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:44.794169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:44.794202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:44.955464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:44.955718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:44.955766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:44.955795] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:44.960648] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-04T20:39:44.961147] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-04T20:39:44.961324] [INFO ] [sig       ] LOCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:45.119977] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LOCO.txt
[2025-12-04T20:39:45.120145] [INFO ] [sig       ] [1890/3547] Completed LOCO in 0.4s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:45.120186] [INFO ] [sig       ] [1891/3547] Forecasting LOGI...
[2025-12-04T20:39:45.120214] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-04T20:39:45.120243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-04T20:39:45.134857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-04T20:39:45.135611] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-04T20:39:45.136740] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-04T20:39:45.136796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:45.136853] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:45.136883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:45.136941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:45.201562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:45.202959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:45.203082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:45.203140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:45.332881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:45.333035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:45.333076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:45.333104] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:45.336556] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2025-12-04T20:39:45.336848] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-04T20:39:45.336973] [INFO ] [sig       ] LOGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:45.477766] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LOGI.txt
[2025-12-04T20:39:45.477887] [INFO ] [sig       ] [1891/3547] Completed LOGI in 0.4s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:45.477923] [INFO ] [sig       ] [1892/3547] Forecasting LOMA...
[2025-12-04T20:39:45.477951] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-04T20:39:45.477979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-04T20:39:45.490322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-04T20:39:45.490717] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-04T20:39:45.491553] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-04T20:39:45.491629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:45.491675] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:45.491701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:45.491755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:45.551239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:45.552383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:45.552491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:45.552532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:45.676596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:45.676755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:45.676794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:45.676822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:45.680308] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=57.14%)
[2025-12-04T20:39:45.680626] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-04T20:39:45.680756] [INFO ] [sig       ] LOMA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:45.823367] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LOMA.txt
[2025-12-04T20:39:45.823518] [INFO ] [sig       ] [1892/3547] Completed LOMA in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:45.823555] [INFO ] [sig       ] [1893/3547] Forecasting LOPE...
[2025-12-04T20:39:45.823618] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-04T20:39:45.823648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-04T20:39:45.836129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-04T20:39:45.836471] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-04T20:39:45.837238] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-04T20:39:45.837295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:45.837332] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:45.837359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:45.837413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:45.893294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:45.893916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:45.894018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:45.894050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:46.015338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:46.015493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:46.015533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:46.015560] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:46.018947] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-04T20:39:46.019222] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-04T20:39:46.019345] [INFO ] [sig       ] LOPE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:46.156034] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LOPE.txt
[2025-12-04T20:39:46.156152] [INFO ] [sig       ] [1893/3547] Completed LOPE in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:46.156188] [INFO ] [sig       ] [1894/3547] Forecasting LOVE...
[2025-12-04T20:39:46.156217] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-04T20:39:46.156244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-04T20:39:46.168203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-04T20:39:46.168537] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-04T20:39:46.169294] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-04T20:39:46.169345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:46.169376] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:46.169401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:46.169454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:46.225151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:46.225750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:46.225823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:46.225854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:46.345039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:46.345195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:46.345233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:46.345259] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:46.348640] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-12-04T20:39:46.348898] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-04T20:39:46.349017] [INFO ] [sig       ] LOVE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:46.488324] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LOVE.txt
[2025-12-04T20:39:46.488472] [INFO ] [sig       ] [1894/3547] Completed LOVE in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:46.488510] [INFO ] [sig       ] [1895/3547] Forecasting LPCN...
[2025-12-04T20:39:46.488541] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-04T20:39:46.488601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-04T20:39:46.500276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-04T20:39:46.500604] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-04T20:39:46.501349] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-04T20:39:46.501401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:46.501431] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:46.501456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:46.501510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:46.556436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:46.557052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:46.557127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:46.557157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:46.666602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:46.666721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:46.666763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:46.666790] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:46.669969] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2025-12-04T20:39:46.670221] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-04T20:39:46.670339] [INFO ] [sig       ] LPCN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:46.806069] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LPCN.txt
[2025-12-04T20:39:46.806187] [INFO ] [sig       ] [1895/3547] Completed LPCN in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:46.806229] [INFO ] [sig       ] [1896/3547] Forecasting LPG...
[2025-12-04T20:39:46.806258] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-04T20:39:46.806286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-04T20:39:46.818059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-04T20:39:46.818353] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-04T20:39:46.819113] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-04T20:39:46.819162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:46.819192] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:46.819217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:46.819274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:46.874513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:46.875136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:46.875211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:46.875241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:46.994370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:46.994529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:46.994586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:46.994617] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:46.997940] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-12-04T20:39:46.998202] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-04T20:39:46.998341] [INFO ] [sig       ] LPG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:47.132770] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LPG.txt
[2025-12-04T20:39:47.132941] [INFO ] [sig       ] [1896/3547] Completed LPG in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:47.132979] [INFO ] [sig       ] [1897/3547] Forecasting LPL...
[2025-12-04T20:39:47.133009] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-04T20:39:47.133037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-04T20:39:47.144255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-04T20:39:47.144548] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-04T20:39:47.145311] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-04T20:39:47.145360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:47.145389] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:47.145414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:47.145467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:47.200135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:47.200855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:47.200930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:47.200961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:47.320277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:47.320437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:47.320476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:47.320503] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:47.323960] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-12-04T20:39:47.324224] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-04T20:39:47.324363] [INFO ] [sig       ] LPL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:47.459022] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LPL.txt
[2025-12-04T20:39:47.459135] [INFO ] [sig       ] [1897/3547] Completed LPL in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:47.459172] [INFO ] [sig       ] [1898/3547] Forecasting LPLA...
[2025-12-04T20:39:47.459200] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-04T20:39:47.459227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-04T20:39:47.473021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-04T20:39:47.473631] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-04T20:39:47.474598] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-04T20:39:47.474651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:47.474682] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:47.474710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:47.474770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:47.534959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:47.536105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:47.536204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:47.536235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:47.662262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:47.662493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:47.662540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:47.662584] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:47.666767] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-04T20:39:47.667157] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-04T20:39:47.667319] [INFO ] [sig       ] LPLA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:47.810465] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LPLA.txt
[2025-12-04T20:39:47.810673] [INFO ] [sig       ] [1898/3547] Completed LPLA in 0.4s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:47.810714] [INFO ] [sig       ] [1899/3547] Forecasting LPRO...
[2025-12-04T20:39:47.810742] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-04T20:39:47.810772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-04T20:39:47.824657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-04T20:39:47.825021] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-04T20:39:47.825811] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-04T20:39:47.825875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:47.825925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:47.825958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:47.826018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:47.882526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:47.883256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:47.883347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:47.883384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:48.001383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:48.001551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:48.001612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:48.001662] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:48.005472] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-04T20:39:48.005857] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-04T20:39:48.006003] [INFO ] [sig       ] LPRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:48.142297] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LPRO.txt
[2025-12-04T20:39:48.142441] [INFO ] [sig       ] [1899/3547] Completed LPRO in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:48.142478] [INFO ] [sig       ] [1900/3547] Forecasting LPSN...
[2025-12-04T20:39:48.142506] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-04T20:39:48.142534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-04T20:39:48.154591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-04T20:39:48.154899] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-04T20:39:48.155663] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-04T20:39:48.155712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:48.155791] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:48.155818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:48.155872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:48.212407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:48.213088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:48.213164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:48.213195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:48.334492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:48.334663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:48.334700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:48.334727] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:48.338042] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-04T20:39:48.338352] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-04T20:39:48.338497] [INFO ] [sig       ] LPSN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:48.480047] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LPSN.txt
[2025-12-04T20:39:48.480196] [INFO ] [sig       ] [1900/3547] Completed LPSN in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:48.480236] [INFO ] [sig       ] [1901/3547] Forecasting LPTH...
[2025-12-04T20:39:48.480265] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-04T20:39:48.480295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-04T20:39:48.491472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-04T20:39:48.491785] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-04T20:39:48.492539] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-04T20:39:48.492606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:48.492637] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:48.492663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:48.492716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:48.548663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:48.549305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:48.549409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:48.549447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:48.668381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:48.668538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:48.668593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:48.668624] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:48.672052] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-04T20:39:48.672318] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-04T20:39:48.672444] [INFO ] [sig       ] LPTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:48.811398] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LPTH.txt
[2025-12-04T20:39:48.811530] [INFO ] [sig       ] [1901/3547] Completed LPTH in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:48.811568] [INFO ] [sig       ] [1902/3547] Forecasting LPX...
[2025-12-04T20:39:48.811617] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-04T20:39:48.811645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-04T20:39:48.824135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-04T20:39:48.824454] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-04T20:39:48.825215] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-04T20:39:48.825264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:48.825295] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:48.825320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:48.825374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:48.881193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:48.881860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:48.881935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:48.881967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:49.002405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:49.002563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:49.002618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:49.002647] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:49.005915] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-04T20:39:49.006171] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-04T20:39:49.006288] [INFO ] [sig       ] LPX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:49.143140] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LPX.txt
[2025-12-04T20:39:49.143264] [INFO ] [sig       ] [1902/3547] Completed LPX in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:49.143299] [INFO ] [sig       ] [1903/3547] Forecasting LQDA...
[2025-12-04T20:39:49.143328] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-04T20:39:49.143356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-04T20:39:49.154690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-04T20:39:49.154984] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-04T20:39:49.155747] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-04T20:39:49.155796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:49.155836] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:49.155862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:49.155915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:49.211973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:49.212634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:49.212709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:49.212740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:49.331865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:49.332021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:49.332060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:49.332119] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:49.335401] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-04T20:39:49.335693] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-04T20:39:49.335814] [INFO ] [sig       ] LQDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:49.483885] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LQDA.txt
[2025-12-04T20:39:49.484092] [INFO ] [sig       ] [1903/3547] Completed LQDA in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:49.484134] [INFO ] [sig       ] [1904/3547] Forecasting LRCX...
[2025-12-04T20:39:49.484165] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-04T20:39:49.484195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-04T20:39:49.497172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-04T20:39:49.497548] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-04T20:39:49.498465] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-04T20:39:49.498517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:49.498549] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:49.498592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:49.498656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:49.554177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:49.555083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:49.555179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:49.555211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:49.678549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:49.678792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:49.678838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:49.678866] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:49.682743] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-04T20:39:49.683031] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-04T20:39:49.683163] [INFO ] [sig       ] LRCX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:49.821965] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LRCX.txt
[2025-12-04T20:39:49.822157] [INFO ] [sig       ] [1904/3547] Completed LRCX in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:49.822194] [INFO ] [sig       ] [1905/3547] Forecasting LRGE...
[2025-12-04T20:39:49.822221] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-04T20:39:49.822251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-04T20:39:49.835347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-04T20:39:49.835822] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-04T20:39:49.836715] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-04T20:39:49.836765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:49.836796] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:49.836821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:49.836882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:49.893016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:49.894179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:49.894275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:49.894306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:50.008365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:50.008614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:50.008667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:50.008697] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:50.012643] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-04T20:39:50.012962] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-04T20:39:50.013097] [INFO ] [sig       ] LRGE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:50.154103] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LRGE.txt
[2025-12-04T20:39:50.154294] [INFO ] [sig       ] [1905/3547] Completed LRGE in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-04T20:39:50.154334] [INFO ] [sig       ] [1906/3547] Forecasting LRHC...
[2025-12-04T20:39:50.154364] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-04T20:39:50.154394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-04T20:39:50.167558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-04T20:39:50.168097] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-04T20:39:50.169050] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-04T20:39:50.169101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:50.169131] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:50.169156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:50.169214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:50.228308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:50.229405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:50.229503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:50.229535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:50.349801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:50.350066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:50.350113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:50.350140] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:50.354059] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-04T20:39:50.354380] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-04T20:39:50.354547] [INFO ] [sig       ] LRHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:50.496923] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LRHC.txt
[2025-12-04T20:39:50.497130] [INFO ] [sig       ] [1906/3547] Completed LRHC in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:50.497171] [INFO ] [sig       ] [1907/3547] Forecasting LSCC...
[2025-12-04T20:39:50.497208] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-04T20:39:50.497238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-04T20:39:50.510061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-04T20:39:50.510479] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-04T20:39:50.511377] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-04T20:39:50.511431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:50.511461] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:50.511487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:50.511542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:50.574197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:50.575168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:50.575260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:50.575292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:50.695554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:50.695722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:50.695763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:50.695790] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:50.699216] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=76.25%)
[2025-12-04T20:39:50.699494] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-04T20:39:50.699634] [INFO ] [sig       ] LSCC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:50.846535] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LSCC.txt
[2025-12-04T20:39:50.846690] [INFO ] [sig       ] [1907/3547] Completed LSCC in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:50.846728] [INFO ] [sig       ] [1908/3547] Forecasting LSPD...
[2025-12-04T20:39:50.846758] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-04T20:39:50.846787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-04T20:39:50.858520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-04T20:39:50.858842] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-04T20:39:50.859636] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-04T20:39:50.859688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:50.859720] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:50.859747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:50.859802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:50.918911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:50.919658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:50.919757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:50.919789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:51.042473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:51.042639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:51.042680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:51.042707] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:51.045951] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2025-12-04T20:39:51.046209] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-04T20:39:51.046332] [INFO ] [sig       ] LSPD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:51.182779] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LSPD.txt
[2025-12-04T20:39:51.182965] [INFO ] [sig       ] [1908/3547] Completed LSPD in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:51.183010] [INFO ] [sig       ] [1909/3547] Forecasting LTC...
[2025-12-04T20:39:51.183040] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-04T20:39:51.183068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-04T20:39:51.195842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-04T20:39:51.196229] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-04T20:39:51.197046] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-04T20:39:51.197096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:51.197127] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:51.197153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:51.197208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:51.253995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:51.254842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:51.254920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:51.254951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:51.365808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:51.365953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:51.365993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:51.366019] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:51.369353] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=52.18%)
[2025-12-04T20:39:51.369638] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-04T20:39:51.369758] [INFO ] [sig       ] LTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:51.506226] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LTC.txt
[2025-12-04T20:39:51.506352] [INFO ] [sig       ] [1909/3547] Completed LTC in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:51.506388] [INFO ] [sig       ] [1910/3547] Forecasting LTH...
[2025-12-04T20:39:51.506415] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-04T20:39:51.506442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-04T20:39:51.517681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-04T20:39:51.517956] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-04T20:39:51.518761] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-04T20:39:51.518810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:51.518839] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:51.518865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:51.518918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:51.574874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:51.575517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:51.575633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:51.575666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:51.697388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:51.697566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:51.697625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:51.697672] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:51.701095] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=40.54%)
[2025-12-04T20:39:51.701360] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-04T20:39:51.701480] [INFO ] [sig       ] LTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:51.840195] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LTH.txt
[2025-12-04T20:39:51.840334] [INFO ] [sig       ] [1910/3547] Completed LTH in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:51.840371] [INFO ] [sig       ] [1911/3547] Forecasting LTRN...
[2025-12-04T20:39:51.840402] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-04T20:39:51.840436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-04T20:39:51.852316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-04T20:39:51.852639] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-04T20:39:51.853411] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-04T20:39:51.853471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:51.853507] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:51.853537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:51.853612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:51.908733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:51.909396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:51.909475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:51.909505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:52.021775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:52.021925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:52.021964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:52.021990] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:52.025306] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=23.40%)
[2025-12-04T20:39:52.025566] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-04T20:39:52.025703] [INFO ] [sig       ] LTRN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:52.161399] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LTRN.txt
[2025-12-04T20:39:52.161531] [INFO ] [sig       ] [1911/3547] Completed LTRN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:52.161567] [INFO ] [sig       ] [1912/3547] Forecasting LTRX...
[2025-12-04T20:39:52.161614] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-04T20:39:52.161643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-04T20:39:52.173610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-04T20:39:52.173940] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-04T20:39:52.174729] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-04T20:39:52.174777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:52.174807] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:52.174832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:52.174886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:52.231019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:52.231686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:52.231765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:52.231821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:52.348460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:52.348610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:52.348651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:52.348677] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:52.351919] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-04T20:39:52.352178] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-04T20:39:52.352292] [INFO ] [sig       ] LTRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:52.495142] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LTRX.txt
[2025-12-04T20:39:52.495280] [INFO ] [sig       ] [1912/3547] Completed LTRX in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:52.495317] [INFO ] [sig       ] [1913/3547] Forecasting LUCD...
[2025-12-04T20:39:52.495347] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-04T20:39:52.495377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-04T20:39:52.506778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-04T20:39:52.507075] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-04T20:39:52.507980] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-04T20:39:52.508034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:52.508067] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:52.508095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:52.508152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:52.566674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:52.567387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:52.567470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:52.567503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:52.685861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:52.686019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:52.686068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:52.686098] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:52.689638] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=50.44%)
[2025-12-04T20:39:52.689903] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-04T20:39:52.690023] [INFO ] [sig       ] LUCD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:52.833004] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LUCD.txt
[2025-12-04T20:39:52.833161] [INFO ] [sig       ] [1913/3547] Completed LUCD in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:52.833197] [INFO ] [sig       ] [1914/3547] Forecasting LUCY...
[2025-12-04T20:39:52.833226] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-04T20:39:52.833253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-04T20:39:52.845543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-04T20:39:52.845924] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-04T20:39:52.846811] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-04T20:39:52.846863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:52.846894] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:52.846918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:52.846987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:52.901793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:52.902444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:52.902522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:52.902553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:53.020895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:53.021046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:53.021085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:53.021112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:53.024362] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-04T20:39:53.024639] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-04T20:39:53.024757] [INFO ] [sig       ] LUCY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:53.164882] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LUCY.txt
[2025-12-04T20:39:53.165040] [INFO ] [sig       ] [1914/3547] Completed LUCY in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:53.165076] [INFO ] [sig       ] [1915/3547] Forecasting LUMN...
[2025-12-04T20:39:53.165104] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-04T20:39:53.165132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-04T20:39:53.177169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-04T20:39:53.177527] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-04T20:39:53.178371] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-04T20:39:53.178430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:53.178464] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:53.178491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:53.178547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:53.238029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:53.238935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:53.239022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:53.239054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:53.362979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:53.363140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:53.363180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:53.363206] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:53.366557] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-04T20:39:53.366838] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-04T20:39:53.366956] [INFO ] [sig       ] LUMN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:53.503707] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LUMN.txt
[2025-12-04T20:39:53.503826] [INFO ] [sig       ] [1915/3547] Completed LUMN in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:53.503863] [INFO ] [sig       ] [1916/3547] Forecasting LUNG...
[2025-12-04T20:39:53.503889] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-04T20:39:53.503916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-04T20:39:53.515122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-04T20:39:53.515391] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-04T20:39:53.516153] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-04T20:39:53.516202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:53.516232] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:53.516258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:53.516312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:53.572409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:53.573015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:53.573089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:53.573119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:53.693803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:53.693953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:53.693991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:53.694019] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:53.697357] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-04T20:39:53.697636] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-04T20:39:53.697753] [INFO ] [sig       ] LUNG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:53.837277] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LUNG.txt
[2025-12-04T20:39:53.837397] [INFO ] [sig       ] [1916/3547] Completed LUNG in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:53.837433] [INFO ] [sig       ] [1917/3547] Forecasting LVHD...
[2025-12-04T20:39:53.837461] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-04T20:39:53.837490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-04T20:39:53.849148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-04T20:39:53.849483] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-04T20:39:53.850318] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-04T20:39:53.850375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:53.850458] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:53.850494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:53.850566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:53.905570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:53.906278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:53.906356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:53.906386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:54.023497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:54.023676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:54.023716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:54.023743] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:54.027151] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-04T20:39:54.027423] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-04T20:39:54.027595] [INFO ] [sig       ] LVHD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:54.170546] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LVHD.txt
[2025-12-04T20:39:54.170739] [INFO ] [sig       ] [1917/3547] Completed LVHD in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:54.170778] [INFO ] [sig       ] [1918/3547] Forecasting LVO...
[2025-12-04T20:39:54.170806] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-04T20:39:54.170842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-04T20:39:54.182591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-04T20:39:54.182911] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-04T20:39:54.183786] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-04T20:39:54.183838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:54.183870] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:54.183897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:54.183952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:54.243023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:54.243735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:54.243814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:54.243848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:54.362590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:54.362743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:54.362783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:54.362811] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:54.366170] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=41.04%)
[2025-12-04T20:39:54.366436] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-04T20:39:54.366561] [INFO ] [sig       ] LVO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:54.506168] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LVO.txt
[2025-12-04T20:39:54.506312] [INFO ] [sig       ] [1918/3547] Completed LVO in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:54.506352] [INFO ] [sig       ] [1919/3547] Forecasting LVS...
[2025-12-04T20:39:54.506380] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-04T20:39:54.506409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-04T20:39:54.517663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-04T20:39:54.518020] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-04T20:39:54.518859] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-04T20:39:54.518911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:54.518942] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:54.518968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:54.519021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:54.574355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:54.575108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:54.575189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:54.575223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:54.696217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:54.696377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:54.696416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:54.696449] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:54.699945] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-04T20:39:54.700220] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-04T20:39:54.700345] [INFO ] [sig       ] LVS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:54.836725] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LVS.txt
[2025-12-04T20:39:54.836873] [INFO ] [sig       ] [1919/3547] Completed LVS in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:54.836911] [INFO ] [sig       ] [1920/3547] Forecasting LWAY...
[2025-12-04T20:39:54.836939] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-04T20:39:54.836966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-04T20:39:54.848042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-04T20:39:54.848414] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-04T20:39:54.849190] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-04T20:39:54.849239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:54.849269] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:54.849293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:54.849345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:54.906370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:54.907528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:54.907642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:54.907677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:55.030418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:55.030662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:55.030707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:55.030781] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:55.034692] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-04T20:39:55.035002] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-04T20:39:55.035143] [INFO ] [sig       ] LWAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:55.173637] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LWAY.txt
[2025-12-04T20:39:55.173841] [INFO ] [sig       ] [1920/3547] Completed LWAY in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:55.173881] [INFO ] [sig       ] [1921/3547] Forecasting LWLG...
[2025-12-04T20:39:55.173910] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-04T20:39:55.173940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-04T20:39:55.186963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-04T20:39:55.187457] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-04T20:39:55.188361] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-04T20:39:55.188412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:55.188444] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:55.188470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:55.188526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:55.248985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:55.250233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:55.250358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:55.250391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:55.378312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:55.378537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:55.378599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:55.378632] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:55.382678] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-04T20:39:55.382982] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-04T20:39:55.383117] [INFO ] [sig       ] LWLG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:55.524069] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LWLG.txt
[2025-12-04T20:39:55.524227] [INFO ] [sig       ] [1921/3547] Completed LWLG in 0.4s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:55.524265] [INFO ] [sig       ] [1922/3547] Forecasting LX...
[2025-12-04T20:39:55.524296] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-04T20:39:55.524325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-04T20:39:55.536947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-04T20:39:55.537353] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-04T20:39:55.538239] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-04T20:39:55.538313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:55.538350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:55.538376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:55.538432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:55.596597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:55.597431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:55.597524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:55.597558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:55.722665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:55.722896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:55.722944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:55.722974] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:55.726803] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-04T20:39:55.727108] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-04T20:39:55.727244] [INFO ] [sig       ] LX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:55.869944] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LX.txt
[2025-12-04T20:39:55.870112] [INFO ] [sig       ] [1922/3547] Completed LX in 0.3s | 2.93 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-04T20:39:55.870149] [INFO ] [sig       ] [1923/3547] Forecasting LXEO...
[2025-12-04T20:39:55.870180] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-04T20:39:55.870210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-04T20:39:55.882452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-04T20:39:55.882886] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-04T20:39:55.883747] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-04T20:39:55.883797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:55.883827] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:55.883851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:55.883906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:55.940958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:55.942197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:55.942334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:55.942369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:56.065689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:56.066003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:56.066050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:56.066077] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:56.069937] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-04T20:39:56.070250] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-04T20:39:56.070388] [INFO ] [sig       ] LXEO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:56.215676] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LXEO.txt
[2025-12-04T20:39:56.215860] [INFO ] [sig       ] [1923/3547] Completed LXEO in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:56.215903] [INFO ] [sig       ] [1924/3547] Forecasting LXP...
[2025-12-04T20:39:56.215932] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-04T20:39:56.215965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-04T20:39:56.228776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-04T20:39:56.229286] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-04T20:39:56.230189] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-04T20:39:56.230240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:56.230271] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:56.230296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:56.230352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:56.286884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:56.287830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:56.287927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:56.287961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:56.402398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:56.402652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:56.402699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:56.402726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:56.406626] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-04T20:39:56.406928] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-04T20:39:56.407060] [INFO ] [sig       ] LXP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:56.551779] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LXP.txt
[2025-12-04T20:39:56.551975] [INFO ] [sig       ] [1924/3547] Completed LXP in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:56.552016] [INFO ] [sig       ] [1925/3547] Forecasting LYB...
[2025-12-04T20:39:56.552044] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-04T20:39:56.552073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-04T20:39:56.565762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-04T20:39:56.566201] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-04T20:39:56.567142] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-04T20:39:56.567196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:56.567228] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:56.567254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:56.567311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:56.624547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:56.625644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:56.625741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:56.625773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:56.744664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:56.744943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:56.745005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:56.745036] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:56.749091] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-04T20:39:56.749405] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-04T20:39:56.749537] [INFO ] [sig       ] LYB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:56.892317] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LYB.txt
[2025-12-04T20:39:56.892489] [INFO ] [sig       ] [1925/3547] Completed LYB in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:56.892527] [INFO ] [sig       ] [1926/3547] Forecasting LYEL...
[2025-12-04T20:39:56.892555] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-04T20:39:56.892605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-04T20:39:56.905319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-04T20:39:56.905837] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-04T20:39:56.906726] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-04T20:39:56.906779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:56.906811] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:56.906837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:56.906895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:56.964903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:56.965972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:56.966067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:56.966101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:57.091968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:57.092198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:57.092252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:57.092282] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:57.096018] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-04T20:39:57.096337] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-04T20:39:57.096472] [INFO ] [sig       ] LYEL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:57.241146] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LYEL.txt
[2025-12-04T20:39:57.241329] [INFO ] [sig       ] [1926/3547] Completed LYEL in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:57.241367] [INFO ] [sig       ] [1927/3547] Forecasting LYG...
[2025-12-04T20:39:57.241397] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-04T20:39:57.241426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-04T20:39:57.254252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-04T20:39:57.254666] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-04T20:39:57.255527] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-04T20:39:57.255594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:57.255643] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:57.255671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:57.255727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:57.312296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:57.313408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:57.313556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:57.313611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:57.439554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:57.439798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:57.439844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:57.439874] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:57.443608] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-12-04T20:39:57.443909] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-04T20:39:57.444041] [INFO ] [sig       ] LYG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:57.587779] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LYG.txt
[2025-12-04T20:39:57.588000] [INFO ] [sig       ] [1927/3547] Completed LYG in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:57.588045] [INFO ] [sig       ] [1928/3547] Forecasting LYRA...
[2025-12-04T20:39:57.588075] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-04T20:39:57.588106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-04T20:39:57.601363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-04T20:39:57.601971] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-04T20:39:57.602901] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-04T20:39:57.602951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:57.602984] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:57.603009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:57.603066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:57.661213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:57.662308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:57.662405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:57.662435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:57.785103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:57.785327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:57.785393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:57.785422] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:57.789097] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-12-04T20:39:57.789390] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-04T20:39:57.789587] [INFO ] [sig       ] LYRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:57.932166] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LYRA.txt
[2025-12-04T20:39:57.932382] [INFO ] [sig       ] [1928/3547] Completed LYRA in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:57.932423] [INFO ] [sig       ] [1929/3547] Forecasting LYTS...
[2025-12-04T20:39:57.932450] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-04T20:39:57.932479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-04T20:39:57.945145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-04T20:39:57.945607] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-04T20:39:57.946455] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-04T20:39:57.946505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:57.946536] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:57.946561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:57.946679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:58.003474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:58.004639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:58.004817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:58.004850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:58.125737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:58.125967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:58.126011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:58.126038] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:58.129896] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-12-04T20:39:58.130184] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-04T20:39:58.130313] [INFO ] [sig       ] LYTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:58.276633] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LYTS.txt
[2025-12-04T20:39:58.276871] [INFO ] [sig       ] [1929/3547] Completed LYTS in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:58.276915] [INFO ] [sig       ] [1930/3547] Forecasting LZ...
[2025-12-04T20:39:58.276944] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-04T20:39:58.276974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-04T20:39:58.290762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-04T20:39:58.291317] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-04T20:39:58.292209] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-04T20:39:58.292262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:58.292292] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:58.292317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:58.292373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:58.349304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:58.350597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:58.350698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:58.350729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:58.473475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:58.473727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:58.473771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:58.473799] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:58.477715] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-04T20:39:58.478063] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-04T20:39:58.478206] [INFO ] [sig       ] LZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:39:58.618516] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/LZ.txt
[2025-12-04T20:39:58.618768] [INFO ] [sig       ] [1930/3547] Completed LZ in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:58.618822] [INFO ] [sig       ] [1931/3547] Forecasting LZB...
[2025-12-04T20:39:58.618852] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-04T20:39:58.618882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-04T20:39:58.631992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-04T20:39:58.632331] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-04T20:39:58.633125] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-04T20:39:58.633174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:58.633205] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:58.633230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:58.633283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:58.690039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:58.690767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:58.690847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:58.690878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:58.814817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:58.814969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:58.815008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:58.815034] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:58.818346] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-04T20:39:58.818628] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-04T20:39:58.818747] [INFO ] [sig       ] LZB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:58.956470] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LZB.txt
[2025-12-04T20:39:58.956615] [INFO ] [sig       ] [1931/3547] Completed LZB in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:58.956654] [INFO ] [sig       ] [1932/3547] Forecasting LZM...
[2025-12-04T20:39:58.956681] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-04T20:39:58.956709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-04T20:39:58.969636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-04T20:39:58.970077] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-04T20:39:58.970950] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-04T20:39:58.971006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:58.971043] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:58.971070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:58.971125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:59.027749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:59.028967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:59.029072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:59.029104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:59.153315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:59.153550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:59.153630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:59.153660] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:59.157504] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-04T20:39:59.157819] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-04T20:39:59.157982] [INFO ] [sig       ] LZM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:59.305434] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/LZM.txt
[2025-12-04T20:39:59.305675] [INFO ] [sig       ] [1932/3547] Completed LZM in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:59.305756] [INFO ] [sig       ] [1933/3547] Forecasting M...
[2025-12-04T20:39:59.305786] [INFO ] [sig       ] Generating forecast for: M
[2025-12-04T20:39:59.305817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-04T20:39:59.319682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-04T20:39:59.320055] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-04T20:39:59.320851] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-04T20:39:59.320901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:59.320931] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:59.320956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:59.321009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:59.378497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:59.379760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:59.379868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:59.379901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:59.509971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:59.510203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:59.510249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:59.510277] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:59.514242] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-12-04T20:39:59.514554] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-04T20:39:59.514709] [INFO ] [sig       ] M: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:39:59.661737] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/M.txt
[2025-12-04T20:39:59.661942] [INFO ] [sig       ] [1933/3547] Completed M in 0.4s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:39:59.661988] [INFO ] [sig       ] [1934/3547] Forecasting MA...
[2025-12-04T20:39:59.662017] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-04T20:39:59.662048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-04T20:39:59.675330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-04T20:39:59.675902] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-04T20:39:59.676869] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-04T20:39:59.676928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:39:59.677004] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:39:59.677037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:39:59.677104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:39:59.736828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:39:59.737929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:39:59.738025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:39:59.738063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:39:59.865232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:39:59.865462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:39:59.865509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:39:59.865568] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:39:59.869595] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-04T20:39:59.869942] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-04T20:39:59.870105] [INFO ] [sig       ] MA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:00.020068] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MA.txt
[2025-12-04T20:40:00.020329] [INFO ] [sig       ] [1934/3547] Completed MA in 0.4s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:40:00.020378] [INFO ] [sig       ] [1935/3547] Forecasting MAA...
[2025-12-04T20:40:00.020408] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-04T20:40:00.020441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-04T20:40:00.034749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-04T20:40:00.035330] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-04T20:40:00.036377] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-04T20:40:00.036435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:00.036468] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:00.036493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:00.036552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:00.097170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:00.098488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:00.098637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:00.098672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:00.229240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:00.229479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:00.229527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:00.229556] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:00.233489] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=46.33%)
[2025-12-04T20:40:00.233848] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-04T20:40:00.233997] [INFO ] [sig       ] MAA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:00.382497] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MAA.txt
[2025-12-04T20:40:00.382741] [INFO ] [sig       ] [1935/3547] Completed MAA in 0.4s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:40:00.382788] [INFO ] [sig       ] [1936/3547] Forecasting MAC...
[2025-12-04T20:40:00.382818] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-04T20:40:00.382849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-04T20:40:00.397597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-04T20:40:00.398226] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-04T20:40:00.399244] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-04T20:40:00.399298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:00.399332] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:00.399359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:00.399416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:00.458905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:00.460020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:00.460130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:00.460190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:00.585645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:00.585872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:00.585918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:00.585946] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:00.589871] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-04T20:40:00.590187] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-04T20:40:00.590329] [INFO ] [sig       ] MAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:00.731383] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MAC.txt
[2025-12-04T20:40:00.731602] [INFO ] [sig       ] [1936/3547] Completed MAC in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:40:00.731646] [INFO ] [sig       ] [1937/3547] Forecasting MAMA...
[2025-12-04T20:40:00.731673] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-04T20:40:00.731704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-04T20:40:00.744750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-04T20:40:00.745221] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-04T20:40:00.746138] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-04T20:40:00.746191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:00.746224] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:00.746250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:00.746308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:00.804240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:00.805367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:00.805484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:00.805522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:00.936704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:00.936940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:00.936985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:00.937058] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:00.940786] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-04T20:40:00.941091] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-04T20:40:00.941240] [INFO ] [sig       ] MAMA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:01.078866] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MAMA.txt
[2025-12-04T20:40:01.079017] [INFO ] [sig       ] [1937/3547] Completed MAMA in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:40:01.079054] [INFO ] [sig       ] [1938/3547] Forecasting MAN...
[2025-12-04T20:40:01.079083] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-04T20:40:01.079112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-04T20:40:01.091373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-04T20:40:01.091775] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-04T20:40:01.092613] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-04T20:40:01.092663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:01.092694] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:01.092720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:01.092791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:01.148331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:01.149407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:01.149498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:01.149529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:01.269884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:01.270111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:01.270155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:01.270183] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:01.273937] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-04T20:40:01.274254] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-04T20:40:01.274394] [INFO ] [sig       ] MAN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:01.423962] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MAN.txt
[2025-12-04T20:40:01.424184] [INFO ] [sig       ] [1938/3547] Completed MAN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:40:01.424229] [INFO ] [sig       ] [1939/3547] Forecasting MANH...
[2025-12-04T20:40:01.424258] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-04T20:40:01.424291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-04T20:40:01.438519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-04T20:40:01.438995] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-04T20:40:01.439899] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-04T20:40:01.439960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:01.439993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:01.440020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:01.440077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:01.517427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:01.518621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:01.518738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:01.518779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:01.649965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:01.650159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:01.650220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:01.650267] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:01.656205] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-04T20:40:01.656820] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-04T20:40:01.657077] [INFO ] [sig       ] MANH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:01.828548] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MANH.txt
[2025-12-04T20:40:01.828727] [INFO ] [sig       ] [1939/3547] Completed MANH in 0.4s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:40:01.828766] [INFO ] [sig       ] [1940/3547] Forecasting MARA...
[2025-12-04T20:40:01.828794] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-04T20:40:01.828823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-04T20:40:01.842855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-04T20:40:01.843379] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-04T20:40:01.844309] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-04T20:40:01.844383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:01.844417] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:01.844443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:01.844500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:01.902252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:01.903420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:01.903544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:01.903605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:02.026928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:02.027157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:02.027201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:02.027228] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:02.031170] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-04T20:40:02.031481] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-04T20:40:02.031632] [INFO ] [sig       ] MARA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:02.173693] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MARA.txt
[2025-12-04T20:40:02.173869] [INFO ] [sig       ] [1940/3547] Completed MARA in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-04T20:40:02.173908] [INFO ] [sig       ] [1941/3547] Forecasting MAS...
[2025-12-04T20:40:02.173937] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-04T20:40:02.173967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-04T20:40:02.187050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-04T20:40:02.187636] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-04T20:40:02.188760] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-04T20:40:02.188810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:02.188841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:02.188867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:02.188922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:02.251148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:02.252396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:02.252487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:02.252522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:02.377244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:02.377472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:02.377516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:02.377544] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:02.381456] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=82.18%)
[2025-12-04T20:40:02.381873] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-04T20:40:02.382027] [INFO ] [sig       ] MAS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:02.541958] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MAS.txt
[2025-12-04T20:40:02.542199] [INFO ] [sig       ] [1941/3547] Completed MAS in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:02.542254] [INFO ] [sig       ] [1942/3547] Forecasting MASI...
[2025-12-04T20:40:02.542294] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-04T20:40:02.542334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-04T20:40:02.556557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-04T20:40:02.557089] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-04T20:40:02.558022] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-04T20:40:02.558074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:02.558105] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:02.558131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:02.558188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:02.628792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:02.630256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:02.630467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:02.630504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:02.753396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:02.753644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:02.753689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:02.753717] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:02.757424] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-04T20:40:02.757745] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-04T20:40:02.757878] [INFO ] [sig       ] MASI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:02.906121] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MASI.txt
[2025-12-04T20:40:02.906307] [INFO ] [sig       ] [1942/3547] Completed MASI in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:02.906345] [INFO ] [sig       ] [1943/3547] Forecasting MASS...
[2025-12-04T20:40:02.906373] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-04T20:40:02.906403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-04T20:40:02.920400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-04T20:40:02.920848] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-04T20:40:02.922096] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-04T20:40:02.922145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:02.922177] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:02.922202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:02.922258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:02.984636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:02.985750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:02.985864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:02.985899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:03.109071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:03.109293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:03.109338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:03.109365] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:03.113110] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-04T20:40:03.113421] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-04T20:40:03.113589] [INFO ] [sig       ] MASS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:03.257548] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MASS.txt
[2025-12-04T20:40:03.257786] [INFO ] [sig       ] [1943/3547] Completed MASS in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:03.257829] [INFO ] [sig       ] [1944/3547] Forecasting MATX...
[2025-12-04T20:40:03.257859] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-04T20:40:03.257888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-04T20:40:03.271885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-04T20:40:03.272346] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-04T20:40:03.273181] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-04T20:40:03.273231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:03.273265] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:03.273301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:03.273358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:03.329965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:03.330638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:03.330756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:03.330788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:03.453601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:03.453753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:03.453794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:03.453822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:03.457223] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=62.71%)
[2025-12-04T20:40:03.457490] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-04T20:40:03.457628] [INFO ] [sig       ] MATX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:03.594684] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MATX.txt
[2025-12-04T20:40:03.594820] [INFO ] [sig       ] [1944/3547] Completed MATX in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:03.594858] [INFO ] [sig       ] [1945/3547] Forecasting MAX...
[2025-12-04T20:40:03.594887] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-04T20:40:03.594916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-04T20:40:03.609164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-04T20:40:03.609816] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-04T20:40:03.610729] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-04T20:40:03.610781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:03.610813] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:03.610839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:03.610897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:03.670749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:03.671739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:03.671837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:03.671868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:03.792258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:03.792485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:03.792532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:03.792561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:03.796327] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-04T20:40:03.796666] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-04T20:40:03.796802] [INFO ] [sig       ] MAX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:03.944022] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MAX.txt
[2025-12-04T20:40:03.944219] [INFO ] [sig       ] [1945/3547] Completed MAX in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:03.944258] [INFO ] [sig       ] [1946/3547] Forecasting MAXI...
[2025-12-04T20:40:03.944287] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-04T20:40:03.944316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-04T20:40:03.957404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-04T20:40:03.957855] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-04T20:40:03.958824] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-04T20:40:03.958878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:03.958910] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:03.958936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:03.958992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:04.019227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:04.020328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:04.020421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:04.020454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:04.145816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:04.146096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:04.146151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:04.146181] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:04.150297] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-04T20:40:04.150614] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-04T20:40:04.150748] [INFO ] [sig       ] MAXI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:04.293019] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MAXI.txt
[2025-12-04T20:40:04.293252] [INFO ] [sig       ] [1946/3547] Completed MAXI in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:04.293295] [INFO ] [sig       ] [1947/3547] Forecasting MAXN...
[2025-12-04T20:40:04.293324] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-04T20:40:04.293354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-04T20:40:04.306461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-04T20:40:04.306869] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-04T20:40:04.307671] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-04T20:40:04.307724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:04.307760] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:04.307795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:04.307852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:04.362897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:04.363523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:04.363616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:04.363649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:04.476802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:04.476959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:04.476998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:04.477024] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:04.480336] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-04T20:40:04.480614] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-04T20:40:04.480748] [INFO ] [sig       ] MAXN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:04.617885] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MAXN.txt
[2025-12-04T20:40:04.618065] [INFO ] [sig       ] [1947/3547] Completed MAXN in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:04.618104] [INFO ] [sig       ] [1948/3547] Forecasting MBB...
[2025-12-04T20:40:04.618132] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-04T20:40:04.618160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-04T20:40:04.629353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-04T20:40:04.629670] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-04T20:40:04.630424] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-04T20:40:04.630473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:04.630502] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:04.630527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:04.630602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:04.686283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:04.686904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:04.687161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:04.687191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:04.809087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:04.809240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:04.809278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:04.809304] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:04.812598] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-04T20:40:04.812854] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-04T20:40:04.812971] [INFO ] [sig       ] MBB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:04.952753] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MBB.txt
[2025-12-04T20:40:04.953296] [INFO ] [sig       ] [1948/3547] Completed MBB in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:04.953355] [INFO ] [sig       ] [1949/3547] Forecasting MBC...
[2025-12-04T20:40:04.953387] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-04T20:40:04.953420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-04T20:40:04.965611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-04T20:40:04.965959] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-04T20:40:04.966740] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-04T20:40:04.966790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:04.966820] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:04.966845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:04.966898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:05.022718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:05.023387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:05.023466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:05.023498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:05.140054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:05.140166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:05.140203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:05.140229] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:05.143476] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-04T20:40:05.143750] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-04T20:40:05.143870] [INFO ] [sig       ] MBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:05.281383] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MBC.txt
[2025-12-04T20:40:05.281538] [INFO ] [sig       ] [1949/3547] Completed MBC in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:05.281596] [INFO ] [sig       ] [1950/3547] Forecasting MBCN...
[2025-12-04T20:40:05.281628] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-04T20:40:05.281657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-04T20:40:05.322210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-04T20:40:05.322515] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-04T20:40:05.323386] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-04T20:40:05.323435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:05.323465] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:05.323490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:05.323543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:05.380468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:05.381365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:05.381451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:05.381483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:05.476052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:05.476205] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:40:05.476247] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:05.476277] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:05.479899] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-04T20:40:05.480200] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-04T20:40:05.480328] [INFO ] [sig       ] MBCN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:05.626586] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MBCN.txt
[2025-12-04T20:40:05.626792] [INFO ] [sig       ] [1950/3547] Completed MBCN in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:05.626833] [INFO ] [sig       ] [1951/3547] Forecasting MBI...
[2025-12-04T20:40:05.626863] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-04T20:40:05.626893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-04T20:40:05.639639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-04T20:40:05.640114] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-04T20:40:05.640981] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-04T20:40:05.641030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:05.641115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:05.641149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:05.641256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:05.701556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:05.702849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:05.702947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:05.702980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:05.830075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:05.830358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:05.830407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:05.830436] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:05.834451] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-04T20:40:05.834796] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-04T20:40:05.834940] [INFO ] [sig       ] MBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:05.973879] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MBI.txt
[2025-12-04T20:40:05.974057] [INFO ] [sig       ] [1951/3547] Completed MBI in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:05.974096] [INFO ] [sig       ] [1952/3547] Forecasting MBIN...
[2025-12-04T20:40:05.974124] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-04T20:40:05.974155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-04T20:40:05.987910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-04T20:40:05.988523] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-04T20:40:05.989469] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-04T20:40:05.989524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:05.989557] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:05.989602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:05.989660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:06.045938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:06.046988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:06.047080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:06.047110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:06.162499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:06.162731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:06.162775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:06.162802] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:06.166403] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=43.36%)
[2025-12-04T20:40:06.166702] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-04T20:40:06.166828] [INFO ] [sig       ] MBIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:06.305882] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MBIN.txt
[2025-12-04T20:40:06.306044] [INFO ] [sig       ] [1952/3547] Completed MBIN in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:06.306082] [INFO ] [sig       ] [1953/3547] Forecasting MBIO...
[2025-12-04T20:40:06.306110] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-04T20:40:06.306141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-04T20:40:06.319665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-04T20:40:06.320216] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-04T20:40:06.321120] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-04T20:40:06.321172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:06.321203] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:06.321228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:06.321283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:06.378335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:06.379436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:06.379529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:06.379559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:06.504541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:06.504864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:06.504910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:06.504938] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:06.508940] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-04T20:40:06.509296] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-04T20:40:06.509455] [INFO ] [sig       ] MBIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:06.652085] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MBIO.txt
[2025-12-04T20:40:06.652287] [INFO ] [sig       ] [1953/3547] Completed MBIO in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:06.652329] [INFO ] [sig       ] [1954/3547] Forecasting MBLY...
[2025-12-04T20:40:06.652360] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-04T20:40:06.652391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-04T20:40:06.665881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-04T20:40:06.666297] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-04T20:40:06.667237] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-04T20:40:06.667288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:06.667319] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:06.667345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:06.667401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:06.726404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:06.727519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:06.727659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:06.727735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:06.848651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:06.848867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:06.848907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:06.849010] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:06.852671] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-04T20:40:06.852956] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-04T20:40:06.853085] [INFO ] [sig       ] MBLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:06.993322] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MBLY.txt
[2025-12-04T20:40:06.993475] [INFO ] [sig       ] [1954/3547] Completed MBLY in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:06.993521] [INFO ] [sig       ] [1955/3547] Forecasting MBS...
[2025-12-04T20:40:06.993551] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-04T20:40:06.993598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-04T20:40:07.005868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-04T20:40:07.006249] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-04T20:40:07.007132] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-04T20:40:07.007184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:07.007216] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:07.007242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:07.007329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:07.065835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:07.066885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:07.066981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:07.067012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:07.191035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:07.191275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:07.191331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:07.191373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:07.196357] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-04T20:40:07.196760] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-04T20:40:07.196937] [INFO ] [sig       ] MBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:07.349625] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MBS.txt
[2025-12-04T20:40:07.349839] [INFO ] [sig       ] [1955/3547] Completed MBS in 0.4s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:07.349878] [INFO ] [sig       ] [1956/3547] Forecasting MBWM...
[2025-12-04T20:40:07.349907] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-04T20:40:07.349935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-04T20:40:07.362685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-04T20:40:07.363049] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-04T20:40:07.363890] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-04T20:40:07.363941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:07.363971] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:07.363997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:07.364053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:07.422751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:07.423746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:07.423835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:07.423868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:07.539994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:07.540214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:07.540258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:07.540287] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:07.544270] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-12-04T20:40:07.544567] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-04T20:40:07.544791] [INFO ] [sig       ] MBWM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:07.690511] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MBWM.txt
[2025-12-04T20:40:07.690683] [INFO ] [sig       ] [1956/3547] Completed MBWM in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:07.690722] [INFO ] [sig       ] [1957/3547] Forecasting MBX...
[2025-12-04T20:40:07.690750] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-04T20:40:07.690779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-04T20:40:07.704346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-04T20:40:07.704828] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-04T20:40:07.705655] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-04T20:40:07.705705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:07.705735] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:07.705761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:07.705815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:07.762044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:07.762975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:07.763064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:07.763097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:07.883553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:07.883725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:07.883765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:07.883790] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:07.887166] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-04T20:40:07.887447] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-04T20:40:07.887588] [INFO ] [sig       ] MBX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:08.024522] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MBX.txt
[2025-12-04T20:40:08.024697] [INFO ] [sig       ] [1957/3547] Completed MBX in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-04T20:40:08.024736] [INFO ] [sig       ] [1958/3547] Forecasting MC...
[2025-12-04T20:40:08.024765] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-04T20:40:08.024793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-04T20:40:08.035666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-04T20:40:08.036013] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-04T20:40:08.036781] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-04T20:40:08.036829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:08.036860] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:08.036885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:08.036939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:08.095258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:08.096158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:08.096246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:08.096278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:08.220810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:08.220977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:08.221016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:08.221064] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:08.224640] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-04T20:40:08.224994] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-04T20:40:08.225128] [INFO ] [sig       ] MC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:08.374043] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MC.txt
[2025-12-04T20:40:08.374199] [INFO ] [sig       ] [1958/3547] Completed MC in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-04T20:40:08.374238] [INFO ] [sig       ] [1959/3547] Forecasting MCBS...
[2025-12-04T20:40:08.374267] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-04T20:40:08.374295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-04T20:40:08.386081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-04T20:40:08.386434] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-04T20:40:08.387227] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-04T20:40:08.387278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:08.387307] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:08.387333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:08.387386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:08.444865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:08.445713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:08.445799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:08.445831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:08.563976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:08.564139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:08.564177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:08.564203] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:08.567614] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=72.48%)
[2025-12-04T20:40:08.567956] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-04T20:40:08.568088] [INFO ] [sig       ] MCBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:08.708962] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MCBS.txt
[2025-12-04T20:40:08.709118] [INFO ] [sig       ] [1959/3547] Completed MCBS in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:08.709155] [INFO ] [sig       ] [1960/3547] Forecasting MCHI...
[2025-12-04T20:40:08.709184] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-04T20:40:08.709211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-04T20:40:08.721462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-04T20:40:08.721884] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-04T20:40:08.722702] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-04T20:40:08.722756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:08.722791] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:08.722821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:08.722877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:08.780207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:08.781068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:08.781169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:08.781203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:08.905140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:08.905298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:08.905338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:08.905365] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:08.908698] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-04T20:40:08.908974] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-04T20:40:08.909091] [INFO ] [sig       ] MCHI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:09.045404] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MCHI.txt
[2025-12-04T20:40:09.045534] [INFO ] [sig       ] [1960/3547] Completed MCHI in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:09.045587] [INFO ] [sig       ] [1961/3547] Forecasting MCHP...
[2025-12-04T20:40:09.045618] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-04T20:40:09.045647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-04T20:40:09.061770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-04T20:40:09.062300] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-04T20:40:09.063358] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-04T20:40:09.063417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:09.063454] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:09.063485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:09.063564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:09.122654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:09.123601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:09.123734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:09.123767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:09.245481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:09.245755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:09.245805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:09.245837] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:09.249956] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-04T20:40:09.250305] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-04T20:40:09.250454] [INFO ] [sig       ] MCHP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:09.401506] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MCHP.txt
[2025-12-04T20:40:09.401755] [INFO ] [sig       ] [1961/3547] Completed MCHP in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:09.401796] [INFO ] [sig       ] [1962/3547] Forecasting MCHX...
[2025-12-04T20:40:09.401826] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-04T20:40:09.401857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-04T20:40:09.414721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-04T20:40:09.415194] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-04T20:40:09.416110] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-04T20:40:09.416169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:09.416207] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:09.416251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:09.416310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:09.476645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:09.477751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:09.477876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:09.477912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:09.583393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:09.583647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:09.583696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:09.583736] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:09.587500] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-04T20:40:09.587881] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-04T20:40:09.588016] [INFO ] [sig       ] MCHX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:09.733893] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MCHX.txt
[2025-12-04T20:40:09.734080] [INFO ] [sig       ] [1962/3547] Completed MCHX in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:09.734122] [INFO ] [sig       ] [1963/3547] Forecasting MCI...
[2025-12-04T20:40:09.734152] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-04T20:40:09.734181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-04T20:40:09.746932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-04T20:40:09.747390] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-04T20:40:09.748289] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-04T20:40:09.748340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:09.748372] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:09.748398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:09.748454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:09.806062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:09.807121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:09.807212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:09.807245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:09.923073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:09.923287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:09.923328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:09.923355] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:09.927054] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-04T20:40:09.927337] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-04T20:40:09.927462] [INFO ] [sig       ] MCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:10.158250] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MCI.txt
[2025-12-04T20:40:10.158519] [INFO ] [sig       ] [1963/3547] Completed MCI in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:10.158563] [INFO ] [sig       ] [1964/3547] Forecasting MCK...
[2025-12-04T20:40:10.158612] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-04T20:40:10.158642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-04T20:40:10.172228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-04T20:40:10.172760] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-04T20:40:10.173755] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-04T20:40:10.173806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:10.173838] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:10.173864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:10.173921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:10.232922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:10.234143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:10.234248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:10.234283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:10.357410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:10.357657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:10.357705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:10.357734] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:10.361715] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-12-04T20:40:10.362042] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-04T20:40:10.362187] [INFO ] [sig       ] MCK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:10.502637] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MCK.txt
[2025-12-04T20:40:10.502847] [INFO ] [sig       ] [1964/3547] Completed MCK in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:10.502889] [INFO ] [sig       ] [1965/3547] Forecasting MCN...
[2025-12-04T20:40:10.502917] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-04T20:40:10.502948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-04T20:40:10.516145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-04T20:40:10.516633] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-04T20:40:10.517514] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-04T20:40:10.517565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:10.517618] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:10.517644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:10.517700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:10.575021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:10.575886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:10.576002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:10.576034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:10.698449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:10.698696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:10.698742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:10.698770] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:10.702668] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=22.83%)
[2025-12-04T20:40:10.702992] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-04T20:40:10.703141] [INFO ] [sig       ] MCN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:10.847875] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MCN.txt
[2025-12-04T20:40:10.848072] [INFO ] [sig       ] [1965/3547] Completed MCN in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:10.848113] [INFO ] [sig       ] [1966/3547] Forecasting MCO...
[2025-12-04T20:40:10.848141] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-04T20:40:10.848181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-04T20:40:10.862514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-04T20:40:10.863104] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-04T20:40:10.864053] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-04T20:40:10.864104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:10.864144] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:10.864170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:10.864225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:10.923737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:10.924950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:10.925063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:10.925097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:11.043494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:11.043727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:11.043772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:11.043799] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:11.047520] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-04T20:40:11.047864] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-04T20:40:11.048040] [INFO ] [sig       ] MCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:11.193494] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MCO.txt
[2025-12-04T20:40:11.193703] [INFO ] [sig       ] [1966/3547] Completed MCO in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:11.193746] [INFO ] [sig       ] [1967/3547] Forecasting MCRB...
[2025-12-04T20:40:11.193775] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-04T20:40:11.193807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-04T20:40:11.208676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-04T20:40:11.209271] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-04T20:40:11.210239] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-04T20:40:11.210291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:11.210325] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:11.210350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:11.210406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:11.267785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:11.268930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:11.269044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:11.269080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:11.384284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:11.384509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:11.384553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:11.384613] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:11.388347] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2025-12-04T20:40:11.388676] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-04T20:40:11.388809] [INFO ] [sig       ] MCRB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:11.526953] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MCRB.txt
[2025-12-04T20:40:11.527171] [INFO ] [sig       ] [1967/3547] Completed MCRB in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:11.527210] [INFO ] [sig       ] [1968/3547] Forecasting MCRI...
[2025-12-04T20:40:11.527240] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-04T20:40:11.527270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-04T20:40:11.540869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-04T20:40:11.541302] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-04T20:40:11.542184] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-04T20:40:11.542234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:11.542299] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:11.542325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:11.542381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:11.599368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:11.600248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:11.600341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:11.600386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:11.721766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:11.721997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:11.722043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:11.722071] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:11.725919] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-12-04T20:40:11.726223] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-04T20:40:11.726359] [INFO ] [sig       ] MCRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:11.873754] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MCRI.txt
[2025-12-04T20:40:11.873976] [INFO ] [sig       ] [1968/3547] Completed MCRI in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:11.874018] [INFO ] [sig       ] [1969/3547] Forecasting MCS...
[2025-12-04T20:40:11.874047] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-04T20:40:11.874078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-04T20:40:11.888936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-04T20:40:11.889543] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-04T20:40:11.890528] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-04T20:40:11.890603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:11.890637] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:11.890664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:11.890728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:11.948247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:11.952623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:11.952727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:11.952759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:12.080341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:12.080587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:12.080638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:12.080668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:12.084607] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-04T20:40:12.084917] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-04T20:40:12.085054] [INFO ] [sig       ] MCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:12.227935] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MCS.txt
[2025-12-04T20:40:12.228153] [INFO ] [sig       ] [1969/3547] Completed MCS in 0.4s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:12.228197] [INFO ] [sig       ] [1970/3547] Forecasting MCY...
[2025-12-04T20:40:12.228228] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-04T20:40:12.228277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-04T20:40:12.241735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-04T20:40:12.242223] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-04T20:40:12.243120] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-04T20:40:12.243171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:12.243203] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:12.243228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:12.243285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:12.301337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:12.302426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:12.302522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:12.302555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:12.421411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:12.421660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:12.421709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:12.421738] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:12.425778] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-04T20:40:12.426138] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-04T20:40:12.426288] [INFO ] [sig       ] MCY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:12.574159] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MCY.txt
[2025-12-04T20:40:12.574382] [INFO ] [sig       ] [1970/3547] Completed MCY in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:12.574425] [INFO ] [sig       ] [1971/3547] Forecasting MD...
[2025-12-04T20:40:12.574454] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-04T20:40:12.574485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-04T20:40:12.588329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-04T20:40:12.588810] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-04T20:40:12.589799] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-04T20:40:12.589852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:12.589884] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:12.589909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:12.589965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:12.647642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:12.648662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:12.648769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:12.648814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:12.773932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:12.774188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:12.774234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:12.774260] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:12.778452] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-04T20:40:12.778777] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-04T20:40:12.778912] [INFO ] [sig       ] MD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:12.918080] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MD.txt
[2025-12-04T20:40:12.918249] [INFO ] [sig       ] [1971/3547] Completed MD in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:12.918302] [INFO ] [sig       ] [1972/3547] Forecasting MDAI...
[2025-12-04T20:40:12.918331] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-04T20:40:12.918362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-04T20:40:12.932049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-04T20:40:12.932602] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-04T20:40:12.933434] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-04T20:40:12.933485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:12.933515] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:12.933540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:12.933618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:12.988850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:12.989827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:12.989916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:12.989948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:13.108172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:13.108420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:13.108464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:13.108491] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:13.112215] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-12-04T20:40:13.112525] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-04T20:40:13.112672] [INFO ] [sig       ] MDAI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:13.251782] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MDAI.txt
[2025-12-04T20:40:13.251996] [INFO ] [sig       ] [1972/3547] Completed MDAI in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:13.252035] [INFO ] [sig       ] [1973/3547] Forecasting MDB...
[2025-12-04T20:40:13.252065] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-04T20:40:13.252096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-04T20:40:13.265630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-04T20:40:13.266020] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-04T20:40:13.266893] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-04T20:40:13.266943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:13.266972] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:13.266996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:13.267051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:13.322365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:13.323379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:13.323470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:13.323502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:13.453806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:13.454031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:13.454078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:13.454108] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:13.457859] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-12-04T20:40:13.458148] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-04T20:40:13.458300] [INFO ] [sig       ] MDB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:13.598687] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MDB.txt
[2025-12-04T20:40:13.598862] [INFO ] [sig       ] [1973/3547] Completed MDB in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:13.598907] [INFO ] [sig       ] [1974/3547] Forecasting MDGL...
[2025-12-04T20:40:13.598934] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-04T20:40:13.598965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-04T20:40:13.612993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-04T20:40:13.613423] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-04T20:40:13.614342] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-04T20:40:13.614393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:13.614423] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:13.614447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:13.614502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:13.670145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:13.670907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:13.671012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:13.671045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:13.790017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:13.790251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:13.790293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:13.790320] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:13.794017] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2025-12-04T20:40:13.794300] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-04T20:40:13.794427] [INFO ] [sig       ] MDGL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:13.931778] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MDGL.txt
[2025-12-04T20:40:13.931960] [INFO ] [sig       ] [1974/3547] Completed MDGL in 0.3s | 2.93 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-04T20:40:13.932000] [INFO ] [sig       ] [1975/3547] Forecasting MDLZ...
[2025-12-04T20:40:13.932029] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-04T20:40:13.932058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-04T20:40:13.944940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-04T20:40:13.945307] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-04T20:40:13.946168] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-04T20:40:13.946237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:13.946269] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:13.946294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:13.946349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:14.001884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:14.002973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:14.003071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:14.003103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:14.123630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:14.123861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:14.123906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:14.123934] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:14.127862] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-04T20:40:14.128306] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-04T20:40:14.128479] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:14.272920] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MDLZ.txt
[2025-12-04T20:40:14.273105] [INFO ] [sig       ] [1975/3547] Completed MDLZ in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-04T20:40:14.273145] [INFO ] [sig       ] [1976/3547] Forecasting MDWD...
[2025-12-04T20:40:14.273173] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-04T20:40:14.273203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-04T20:40:14.285657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-04T20:40:14.286068] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-04T20:40:14.286998] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-04T20:40:14.287053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:14.287084] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:14.287110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:14.287167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:14.353598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:14.354512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:14.354621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:14.354656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:14.481799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:14.481953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:14.481995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:14.482024] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:14.485471] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-04T20:40:14.485785] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-04T20:40:14.485923] [INFO ] [sig       ] MDWD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:14.639220] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MDWD.txt
[2025-12-04T20:40:14.639437] [INFO ] [sig       ] [1976/3547] Completed MDWD in 0.4s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:14.639479] [INFO ] [sig       ] [1977/3547] Forecasting MDXG...
[2025-12-04T20:40:14.639506] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-04T20:40:14.639538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-04T20:40:14.652174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-04T20:40:14.652764] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-04T20:40:14.653797] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-04T20:40:14.653859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:14.653902] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:14.653940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:14.654021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:14.711804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:14.712933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:14.713027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:14.713061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:14.834512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:14.834755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:14.834802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:14.834831] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:14.838682] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-04T20:40:14.838990] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-04T20:40:14.839129] [INFO ] [sig       ] MDXG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:14.979335] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MDXG.txt
[2025-12-04T20:40:14.979518] [INFO ] [sig       ] [1977/3547] Completed MDXG in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:14.979557] [INFO ] [sig       ] [1978/3547] Forecasting MDXH...
[2025-12-04T20:40:14.979606] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-04T20:40:14.979636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-04T20:40:14.992680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-04T20:40:14.993118] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-04T20:40:14.994007] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-04T20:40:14.994060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:14.994090] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:14.994117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:14.994172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:15.052114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:15.053093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:15.053220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:15.053252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:15.172220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:15.172450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:15.172496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:15.172524] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:15.176370] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-04T20:40:15.176692] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-04T20:40:15.176824] [INFO ] [sig       ] MDXH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:15.321478] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MDXH.txt
[2025-12-04T20:40:15.321710] [INFO ] [sig       ] [1978/3547] Completed MDXH in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:15.321765] [INFO ] [sig       ] [1979/3547] Forecasting MEC...
[2025-12-04T20:40:15.321795] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-04T20:40:15.321824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-04T20:40:15.334628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-04T20:40:15.335023] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-04T20:40:15.335836] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-04T20:40:15.335886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:15.335917] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:15.335941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:15.335996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:15.390662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:15.391344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:15.391425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:15.391456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:15.510388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:15.510693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:15.510743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:15.510772] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:15.514629] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-04T20:40:15.514954] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-04T20:40:15.515098] [INFO ] [sig       ] MEC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:15.653494] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MEC.txt
[2025-12-04T20:40:15.653700] [INFO ] [sig       ] [1979/3547] Completed MEC in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:15.653741] [INFO ] [sig       ] [1980/3547] Forecasting MED...
[2025-12-04T20:40:15.653770] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-04T20:40:15.653800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-04T20:40:15.666671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-04T20:40:15.667059] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-04T20:40:15.667951] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-04T20:40:15.668001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:15.668033] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:15.668058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:15.668114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:15.723738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:15.724788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:15.724884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:15.724916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:15.847318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:15.847560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:15.847625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:15.847654] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:15.851561] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-04T20:40:15.851892] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-04T20:40:15.852052] [INFO ] [sig       ] MED: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:15.993682] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MED.txt
[2025-12-04T20:40:15.993852] [INFO ] [sig       ] [1980/3547] Completed MED in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:15.993892] [INFO ] [sig       ] [1981/3547] Forecasting MEDP...
[2025-12-04T20:40:15.993920] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-04T20:40:15.993949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-04T20:40:16.008493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-04T20:40:16.009136] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-04T20:40:16.010261] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-04T20:40:16.010319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:16.010361] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:16.010400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:16.010475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:16.068455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:16.069527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:16.069644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:16.069677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:16.192399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:16.192678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:16.192724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:16.192752] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:16.196694] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=23.88%)
[2025-12-04T20:40:16.197009] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-04T20:40:16.197154] [INFO ] [sig       ] MEDP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:16.338330] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MEDP.txt
[2025-12-04T20:40:16.338606] [INFO ] [sig       ] [1981/3547] Completed MEDP in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:16.338655] [INFO ] [sig       ] [1982/3547] Forecasting MEG...
[2025-12-04T20:40:16.338685] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-04T20:40:16.338715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-04T20:40:16.351739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-04T20:40:16.352196] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-04T20:40:16.353112] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-04T20:40:16.353165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:16.353198] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:16.353225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:16.353288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:16.412742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:16.414254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:16.414381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:16.414426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:16.548856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:16.549091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:16.549163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:16.549191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:16.553054] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2025-12-04T20:40:16.553380] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-04T20:40:16.553531] [INFO ] [sig       ] MEG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:16.701559] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MEG.txt
[2025-12-04T20:40:16.701824] [INFO ] [sig       ] [1982/3547] Completed MEG in 0.4s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:16.701884] [INFO ] [sig       ] [1983/3547] Forecasting MEGI...
[2025-12-04T20:40:16.701923] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-04T20:40:16.701966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-04T20:40:16.718102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-04T20:40:16.718618] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-04T20:40:16.719707] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-04T20:40:16.719769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:16.719809] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:16.719842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:16.719919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:16.786546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:16.787440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:16.787522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:16.787553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:16.906952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:16.907112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:16.907152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:16.907179] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:16.910536] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-04T20:40:16.910852] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-04T20:40:16.910977] [INFO ] [sig       ] MEGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:17.050287] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MEGI.txt
[2025-12-04T20:40:17.050455] [INFO ] [sig       ] [1983/3547] Completed MEGI in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:17.050508] [INFO ] [sig       ] [1984/3547] Forecasting MEGL...
[2025-12-04T20:40:17.050539] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-12-04T20:40:17.050567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-12-04T20:40:17.062623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-12-04T20:40:17.062946] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-12-04T20:40:17.063743] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-12-04T20:40:17.063792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:17.063822] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:17.063847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:17.063901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:17.123849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:17.125176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:17.125272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:17.125304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:17.239452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:17.239704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:17.239748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:17.239777] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:17.243512] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2025-12-04T20:40:17.243828] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-12-04T20:40:17.243963] [INFO ] [sig       ] MEGL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:17.384106] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MEGL.txt
[2025-12-04T20:40:17.384325] [INFO ] [sig       ] [1984/3547] Completed MEGL in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:17.384364] [INFO ] [sig       ] [1985/3547] Forecasting MEI...
[2025-12-04T20:40:17.384393] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-04T20:40:17.384424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-04T20:40:17.397758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-04T20:40:17.398344] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-04T20:40:17.399284] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-04T20:40:17.399336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:17.399407] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:17.399433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:17.399489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:17.457519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:17.458730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:17.458829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:17.458860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:17.586141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:17.586384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:17.586430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:17.586458] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:17.590413] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=46.89%)
[2025-12-04T20:40:17.590748] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-04T20:40:17.590895] [INFO ] [sig       ] MEI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:17.735538] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MEI.txt
[2025-12-04T20:40:17.735771] [INFO ] [sig       ] [1985/3547] Completed MEI in 0.4s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:17.735814] [INFO ] [sig       ] [1986/3547] Forecasting MELI...
[2025-12-04T20:40:17.735842] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-04T20:40:17.735873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-04T20:40:17.749243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-04T20:40:17.749766] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-04T20:40:17.750629] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-04T20:40:17.750679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:17.750728] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:17.750756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:17.750812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:17.807188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:17.808142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:17.808246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:17.808300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:17.931819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:17.932071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:17.932118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:17.932146] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:17.935790] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-04T20:40:17.936078] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-04T20:40:17.936203] [INFO ] [sig       ] MELI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:18.081975] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MELI.txt
[2025-12-04T20:40:18.082141] [INFO ] [sig       ] [1986/3547] Completed MELI in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:18.082180] [INFO ] [sig       ] [1987/3547] Forecasting MEOH...
[2025-12-04T20:40:18.082209] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-04T20:40:18.082240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-04T20:40:18.096217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-04T20:40:18.096842] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-04T20:40:18.097778] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-04T20:40:18.097831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:18.097869] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:18.097899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:18.097957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:18.157633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:18.158776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:18.158872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:18.158904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:18.279930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:18.280161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:18.280204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:18.280231] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:18.283877] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=70.23%)
[2025-12-04T20:40:18.284163] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-04T20:40:18.284288] [INFO ] [sig       ] MEOH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:18.426546] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MEOH.txt
[2025-12-04T20:40:18.426769] [INFO ] [sig       ] [1987/3547] Completed MEOH in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:18.426832] [INFO ] [sig       ] [1988/3547] Forecasting MERC...
[2025-12-04T20:40:18.426864] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-04T20:40:18.426897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-04T20:40:18.440224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-04T20:40:18.440736] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-04T20:40:18.441612] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-04T20:40:18.441662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:18.441692] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:18.441717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:18.441773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:18.499056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:18.500165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:18.500261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:18.500294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:18.622304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:18.622543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:18.622606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:18.622678] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:18.626531] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-04T20:40:18.626853] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-04T20:40:18.626989] [INFO ] [sig       ] MERC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:18.772550] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MERC.txt
[2025-12-04T20:40:18.772755] [INFO ] [sig       ] [1988/3547] Completed MERC in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:18.772794] [INFO ] [sig       ] [1989/3547] Forecasting META...
[2025-12-04T20:40:18.772822] [INFO ] [sig       ] Generating forecast for: META
[2025-12-04T20:40:18.772851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-04T20:40:18.786442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-04T20:40:18.786876] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-04T20:40:18.787785] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-04T20:40:18.787836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:18.787867] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:18.787891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:18.787953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:18.845232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:18.846359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:18.846460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:18.846493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:18.972981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:18.973201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:18.973244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:18.973272] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:18.976977] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2025-12-04T20:40:18.977272] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-04T20:40:18.977402] [INFO ] [sig       ] META: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:19.126761] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/META.txt
[2025-12-04T20:40:19.126948] [INFO ] [sig       ] [1989/3547] Completed META in 0.4s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:19.126988] [INFO ] [sig       ] [1990/3547] Forecasting METC...
[2025-12-04T20:40:19.127024] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-04T20:40:19.127054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-04T20:40:19.208160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-04T20:40:19.208680] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-04T20:40:19.209543] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-04T20:40:19.209614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:19.209645] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:19.209670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:19.209727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:19.267781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:19.268862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:19.268959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:19.268993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:19.389844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:19.390068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:19.390112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:19.390140] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:19.394055] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-04T20:40:19.394352] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-04T20:40:19.394478] [INFO ] [sig       ] METC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:19.542177] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/METC.txt
[2025-12-04T20:40:19.542390] [INFO ] [sig       ] [1990/3547] Completed METC in 0.4s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:19.542467] [INFO ] [sig       ] [1991/3547] Forecasting METCB...
[2025-12-04T20:40:19.542495] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-04T20:40:19.542528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-04T20:40:19.556964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-04T20:40:19.557436] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-04T20:40:19.558364] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-04T20:40:19.558417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:19.558447] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:19.558472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:19.558527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:19.614496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:19.615692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:19.615786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:19.615817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:19.740144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:19.740350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:19.740391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:19.740418] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:19.744153] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-04T20:40:19.744455] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-04T20:40:19.744599] [INFO ] [sig       ] METCB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:19.885127] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/METCB.txt
[2025-12-04T20:40:19.885303] [INFO ] [sig       ] [1991/3547] Completed METCB in 0.3s | 2.93 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-04T20:40:19.885340] [INFO ] [sig       ] [1992/3547] Forecasting METD...
[2025-12-04T20:40:19.885370] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-04T20:40:19.885408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-04T20:40:19.898485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-04T20:40:19.899050] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-04T20:40:19.900041] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-04T20:40:19.900095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:19.900127] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:19.900152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:19.900207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:19.957825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:19.958995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:19.959085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:19.959118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:20.082773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:20.083009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:20.083054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:20.083081] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:20.087637] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-04T20:40:20.088001] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-04T20:40:20.088155] [INFO ] [sig       ] METD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:20.228385] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/METD.txt
[2025-12-04T20:40:20.228593] [INFO ] [sig       ] [1992/3547] Completed METD in 0.3s | 2.93 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-04T20:40:20.228635] [INFO ] [sig       ] [1993/3547] Forecasting MFA...
[2025-12-04T20:40:20.228664] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-04T20:40:20.228693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-04T20:40:20.241226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-04T20:40:20.241720] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-04T20:40:20.242600] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-04T20:40:20.242651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:20.242682] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:20.242707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:20.242763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:20.298240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:20.299355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:20.299450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:20.299483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:20.446288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:20.446601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:20.446671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:20.446750] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:20.452077] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=43.62%)
[2025-12-04T20:40:20.452508] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-04T20:40:20.452767] [INFO ] [sig       ] MFA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:20.597685] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MFA.txt
[2025-12-04T20:40:20.597893] [INFO ] [sig       ] [1993/3547] Completed MFA in 0.4s | 2.92 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-04T20:40:20.597937] [INFO ] [sig       ] [1994/3547] Forecasting MFC...
[2025-12-04T20:40:20.597968] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-04T20:40:20.598002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-04T20:40:20.611117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-04T20:40:20.611700] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-04T20:40:20.612678] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-04T20:40:20.612736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:20.612769] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:20.612796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:20.612855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:20.672790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:20.673953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:20.674048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:20.674079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:20.802423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:20.802683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:20.802730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:20.802760] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:20.806699] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-12-04T20:40:20.807003] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-04T20:40:20.807134] [INFO ] [sig       ] MFC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:20.952528] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MFC.txt
[2025-12-04T20:40:20.952802] [INFO ] [sig       ] [1994/3547] Completed MFC in 0.4s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:20.952869] [INFO ] [sig       ] [1995/3547] Forecasting MFG...
[2025-12-04T20:40:20.952919] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-04T20:40:20.952972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-04T20:40:20.966026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-04T20:40:20.966602] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-04T20:40:20.967526] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-04T20:40:20.967599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:20.967635] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:20.967668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:20.967741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:21.024905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:21.026119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:21.026314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:21.026391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:21.157595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:21.157823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:21.157869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:21.157899] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:21.161662] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-04T20:40:21.161961] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-04T20:40:21.162099] [INFO ] [sig       ] MFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:21.303732] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MFG.txt
[2025-12-04T20:40:21.303944] [INFO ] [sig       ] [1995/3547] Completed MFG in 0.4s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:21.303986] [INFO ] [sig       ] [1996/3547] Forecasting MFI...
[2025-12-04T20:40:21.304017] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-04T20:40:21.304050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-04T20:40:21.317506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-04T20:40:21.318054] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-04T20:40:21.319011] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-04T20:40:21.319065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:21.319099] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:21.319126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:21.319183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:21.379273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:21.380349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:21.380444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:21.380475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:21.503321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:21.503562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:21.503628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:21.503657] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:21.507328] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-04T20:40:21.507630] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-04T20:40:21.507757] [INFO ] [sig       ] MFI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:21.647833] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MFI.txt
[2025-12-04T20:40:21.648033] [INFO ] [sig       ] [1996/3547] Completed MFI in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:21.648073] [INFO ] [sig       ] [1997/3547] Forecasting MFIC...
[2025-12-04T20:40:21.648100] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-04T20:40:21.648130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-04T20:40:21.661679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-04T20:40:21.662204] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-04T20:40:21.663105] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-04T20:40:21.663157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:21.663190] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:21.663238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:21.663329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:21.720391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:21.721397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:21.721496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:21.721528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:21.844765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:21.844998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:21.845044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:21.845075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:21.848924] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-04T20:40:21.849228] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-04T20:40:21.849365] [INFO ] [sig       ] MFIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:21.991309] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MFIC.txt
[2025-12-04T20:40:21.991523] [INFO ] [sig       ] [1997/3547] Completed MFIC in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:21.991565] [INFO ] [sig       ] [1998/3547] Forecasting MFIN...
[2025-12-04T20:40:21.991616] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-04T20:40:21.991647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-04T20:40:22.005632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-04T20:40:22.006187] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-04T20:40:22.007096] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-04T20:40:22.007149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:22.007183] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:22.007210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:22.007270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:22.064202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:22.065200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:22.065292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:22.065323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:22.185158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:22.185391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:22.185437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:22.185465] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:22.189233] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=37.88%)
[2025-12-04T20:40:22.189520] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-04T20:40:22.189665] [INFO ] [sig       ] MFIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:22.329076] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MFIN.txt
[2025-12-04T20:40:22.329335] [INFO ] [sig       ] [1998/3547] Completed MFIN in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:22.329395] [INFO ] [sig       ] [1999/3547] Forecasting MFM...
[2025-12-04T20:40:22.329428] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-04T20:40:22.329461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-04T20:40:22.343070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-04T20:40:22.343635] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-04T20:40:22.344487] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-04T20:40:22.344538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:22.344587] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:22.344617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:22.344673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:22.402450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:22.403535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:22.403649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:22.403682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:22.520894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:22.521116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:22.521158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:22.521186] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:22.524839] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-12-04T20:40:22.525131] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-04T20:40:22.525258] [INFO ] [sig       ] MFM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:22.665818] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MFM.txt
[2025-12-04T20:40:22.666033] [INFO ] [sig       ] [1999/3547] Completed MFM in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:22.666079] [INFO ] [sig       ] [2000/3547] Forecasting MG...
[2025-12-04T20:40:22.666110] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-04T20:40:22.666144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-04T20:40:22.679126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-04T20:40:22.679590] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-04T20:40:22.680410] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-04T20:40:22.680461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:22.680492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:22.680517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:22.680605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:22.738524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:22.739427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:22.739515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:22.739546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:22.859508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:22.859688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:22.859729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:22.859755] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:22.863346] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-12-04T20:40:22.863689] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-04T20:40:22.863824] [INFO ] [sig       ] MG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:23.004328] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MG.txt
[2025-12-04T20:40:23.004478] [INFO ] [sig       ] [2000/3547] Completed MG in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:23.004515] [INFO ] [sig       ] [2001/3547] Forecasting MGA...
[2025-12-04T20:40:23.004544] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-04T20:40:23.004601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-04T20:40:23.018036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-04T20:40:23.018502] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-04T20:40:23.019393] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-04T20:40:23.019445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:23.019478] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:23.019504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:23.019621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:23.075594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:23.076663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:23.076755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:23.076786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:23.201737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:23.201965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:23.202009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:23.202036] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:23.205810] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-12-04T20:40:23.206155] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-04T20:40:23.206309] [INFO ] [sig       ] MGA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:23.345323] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MGA.txt
[2025-12-04T20:40:23.345540] [INFO ] [sig       ] [2001/3547] Completed MGA in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:23.345605] [INFO ] [sig       ] [2002/3547] Forecasting MGEE...
[2025-12-04T20:40:23.345637] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-04T20:40:23.345669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-04T20:40:23.359121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-04T20:40:23.359675] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-04T20:40:23.360549] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-04T20:40:23.360620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:23.360685] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:23.360712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:23.360770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:23.418853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:23.419990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:23.420097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:23.420130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:23.542912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:23.543139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:23.543183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:23.543209] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:23.547062] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-04T20:40:23.547378] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-04T20:40:23.547515] [INFO ] [sig       ] MGEE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:23.691689] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGEE.txt
[2025-12-04T20:40:23.692007] [INFO ] [sig       ] [2002/3547] Completed MGEE in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:23.692057] [INFO ] [sig       ] [2003/3547] Forecasting MGIC...
[2025-12-04T20:40:23.692144] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-04T20:40:23.692179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-04T20:40:23.705123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-04T20:40:23.705472] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-04T20:40:23.706328] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-04T20:40:23.706382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:23.706414] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:23.706440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:23.706497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:23.764627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:23.765468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:23.765550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:23.765602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:23.890405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:23.890563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:23.890621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:23.890648] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:23.894055] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-12-04T20:40:23.894336] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-04T20:40:23.894460] [INFO ] [sig       ] MGIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:24.034358] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGIC.txt
[2025-12-04T20:40:24.034488] [INFO ] [sig       ] [2003/3547] Completed MGIC in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:24.034526] [INFO ] [sig       ] [2004/3547] Forecasting MGM...
[2025-12-04T20:40:24.034554] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-04T20:40:24.034600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-04T20:40:24.046601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-04T20:40:24.046916] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-04T20:40:24.047695] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-04T20:40:24.047745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:24.047775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:24.047800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:24.047853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:24.104209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:24.105070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:24.105158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:24.105189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:24.228799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:24.228986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:24.229025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:24.229052] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:24.232445] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=71.72%)
[2025-12-04T20:40:24.232724] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-04T20:40:24.232843] [INFO ] [sig       ] MGM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:24.372607] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGM.txt
[2025-12-04T20:40:24.372758] [INFO ] [sig       ] [2004/3547] Completed MGM in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:24.372795] [INFO ] [sig       ] [2005/3547] Forecasting MGNI...
[2025-12-04T20:40:24.372823] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-04T20:40:24.372852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-04T20:40:24.385204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-04T20:40:24.385498] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-04T20:40:24.386278] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-04T20:40:24.386329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:24.386360] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:24.386387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:24.386460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:24.442949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:24.443667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:24.443744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:24.443776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:24.566228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:24.566375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:24.566412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:24.566474] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:24.569820] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-12-04T20:40:24.570156] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-04T20:40:24.570287] [INFO ] [sig       ] MGNI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:24.710564] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGNI.txt
[2025-12-04T20:40:24.710720] [INFO ] [sig       ] [2005/3547] Completed MGNI in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:24.710757] [INFO ] [sig       ] [2006/3547] Forecasting MGNX...
[2025-12-04T20:40:24.710786] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-04T20:40:24.710814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-04T20:40:24.722971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-04T20:40:24.723281] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-04T20:40:24.724041] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-04T20:40:24.724091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:24.724121] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:24.724146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:24.724205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:24.783532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:24.784779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:24.784884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:24.784917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:24.908335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:24.908653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:24.908711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:24.908741] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:24.912758] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-04T20:40:24.913083] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-04T20:40:24.913226] [INFO ] [sig       ] MGNX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:25.060000] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGNX.txt
[2025-12-04T20:40:25.060224] [INFO ] [sig       ] [2006/3547] Completed MGNX in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:25.060264] [INFO ] [sig       ] [2007/3547] Forecasting MGPI...
[2025-12-04T20:40:25.060294] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-04T20:40:25.060323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-04T20:40:25.073598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-04T20:40:25.073972] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-04T20:40:25.074865] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-04T20:40:25.074916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:25.074947] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:25.074973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:25.075031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:25.132730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:25.133948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:25.134122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:25.134160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:25.264865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:25.265086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:25.265129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:25.265159] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:25.268889] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-04T20:40:25.269194] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-04T20:40:25.269329] [INFO ] [sig       ] MGPI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:25.408225] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGPI.txt
[2025-12-04T20:40:25.408475] [INFO ] [sig       ] [2007/3547] Completed MGPI in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:25.408517] [INFO ] [sig       ] [2008/3547] Forecasting MGRC...
[2025-12-04T20:40:25.408548] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-04T20:40:25.408598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-04T20:40:25.421929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-04T20:40:25.422351] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-04T20:40:25.423221] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-04T20:40:25.423271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:25.423302] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:25.423328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:25.423382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:25.479520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:25.480439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:25.480533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:25.480565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:25.598618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:25.598841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:25.598886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:25.598916] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:25.602615] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-04T20:40:25.602908] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-04T20:40:25.603037] [INFO ] [sig       ] MGRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:25.745498] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MGRC.txt
[2025-12-04T20:40:25.745737] [INFO ] [sig       ] [2008/3547] Completed MGRC in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:25.745780] [INFO ] [sig       ] [2009/3547] Forecasting MGTX...
[2025-12-04T20:40:25.745807] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-04T20:40:25.745837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-04T20:40:25.758998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-04T20:40:25.759507] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-04T20:40:25.760405] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-04T20:40:25.760458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:25.760489] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:25.760521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:25.760607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:25.818601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:25.819604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:25.819697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:25.819731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:25.938692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:25.938919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:25.938964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:25.938991] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:25.942719] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-04T20:40:25.943014] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-04T20:40:25.943142] [INFO ] [sig       ] MGTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:26.083620] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGTX.txt
[2025-12-04T20:40:26.083822] [INFO ] [sig       ] [2009/3547] Completed MGTX in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-04T20:40:26.083864] [INFO ] [sig       ] [2010/3547] Forecasting MGX...
[2025-12-04T20:40:26.083896] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-04T20:40:26.083928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-04T20:40:26.097565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-04T20:40:26.098041] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-04T20:40:26.098978] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-04T20:40:26.099084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:26.099118] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:26.099144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:26.099200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:26.156107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:26.157222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:26.157318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:26.157351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:26.275624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:26.275848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:26.275890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:26.275917] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:26.279647] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-04T20:40:26.280014] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-04T20:40:26.280158] [INFO ] [sig       ] MGX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:26.424332] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MGX.txt
[2025-12-04T20:40:26.424527] [INFO ] [sig       ] [2010/3547] Completed MGX in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-04T20:40:26.424588] [INFO ] [sig       ] [2011/3547] Forecasting MGY...
[2025-12-04T20:40:26.424623] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-04T20:40:26.424671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-04T20:40:26.437350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-04T20:40:26.437863] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-04T20:40:26.438810] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-04T20:40:26.438863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:26.438895] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:26.438929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:26.439000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:26.496609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:26.497594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:26.497691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:26.497723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:26.622163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:26.622387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:26.622434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:26.622461] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:26.626196] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-04T20:40:26.626479] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-04T20:40:26.626618] [INFO ] [sig       ] MGY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:26.768078] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MGY.txt
[2025-12-04T20:40:26.768422] [INFO ] [sig       ] [2011/3547] Completed MGY in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-04T20:40:26.768466] [INFO ] [sig       ] [2012/3547] Forecasting MHD...
[2025-12-04T20:40:26.768495] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-04T20:40:26.768524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-04T20:40:26.781332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-04T20:40:26.781760] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-04T20:40:26.782658] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-04T20:40:26.782709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:26.782741] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:26.782768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:26.782825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:26.840557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:26.841804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:26.841954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:26.841991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:26.958997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:26.959243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:26.959302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:26.959333] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:26.963335] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-12-04T20:40:26.963685] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-04T20:40:26.963824] [INFO ] [sig       ] MHD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:27.109865] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MHD.txt
[2025-12-04T20:40:27.110108] [INFO ] [sig       ] [2012/3547] Completed MHD in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:27.110153] [INFO ] [sig       ] [2013/3547] Forecasting MHF...
[2025-12-04T20:40:27.110182] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-04T20:40:27.110212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-04T20:40:27.123616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-04T20:40:27.124078] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-04T20:40:27.124924] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-04T20:40:27.124974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:27.125005] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:27.125029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:27.125083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:27.181903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:27.182808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:27.182892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:27.182923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:27.302838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:27.302998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:27.303038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:27.303067] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:27.306524] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-12-04T20:40:27.306813] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-04T20:40:27.306934] [INFO ] [sig       ] MHF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:27.451172] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MHF.txt
[2025-12-04T20:40:27.451320] [INFO ] [sig       ] [2013/3547] Completed MHF in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:27.451365] [INFO ] [sig       ] [2014/3547] Forecasting MHK...
[2025-12-04T20:40:27.451394] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-04T20:40:27.451424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-04T20:40:27.462997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-04T20:40:27.463379] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-04T20:40:27.464181] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-04T20:40:27.464242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:27.464278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:27.464309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:27.464376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:27.522554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:27.523437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:27.523518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:27.523550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:27.644102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:27.644253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:27.644294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:27.644321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:27.647814] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2025-12-04T20:40:27.648102] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-04T20:40:27.648229] [INFO ] [sig       ] MHK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:27.791201] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MHK.txt
[2025-12-04T20:40:27.791328] [INFO ] [sig       ] [2014/3547] Completed MHK in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:27.791364] [INFO ] [sig       ] [2015/3547] Forecasting MHN...
[2025-12-04T20:40:27.791390] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-04T20:40:27.791420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-04T20:40:27.805638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-04T20:40:27.806139] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-04T20:40:27.807011] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-04T20:40:27.807062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:27.807093] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:27.807118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:27.807171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:27.864450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:27.865459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:27.865547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:27.865602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:27.987735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:27.987903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:27.987943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:27.987971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:27.991483] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-04T20:40:27.991806] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-04T20:40:27.991960] [INFO ] [sig       ] MHN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:28.139643] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MHN.txt
[2025-12-04T20:40:28.139834] [INFO ] [sig       ] [2015/3547] Completed MHN in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:28.139874] [INFO ] [sig       ] [2016/3547] Forecasting MHO...
[2025-12-04T20:40:28.139903] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-04T20:40:28.139931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-04T20:40:28.151227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-04T20:40:28.151610] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-04T20:40:28.152396] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-04T20:40:28.152446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:28.152477] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:28.152503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:28.152557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:28.207659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:28.208494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:28.208594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:28.208627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:28.331418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:28.331613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:28.331662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:28.331693] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:28.335380] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-04T20:40:28.335806] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-04T20:40:28.335950] [INFO ] [sig       ] MHO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:28.477066] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MHO.txt
[2025-12-04T20:40:28.477299] [INFO ] [sig       ] [2016/3547] Completed MHO in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:28.477342] [INFO ] [sig       ] [2017/3547] Forecasting MHUA...
[2025-12-04T20:40:28.477372] [INFO ] [sig       ] Generating forecast for: MHUA
[2025-12-04T20:40:28.477403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'.
[2025-12-04T20:40:28.490523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHUA'.
[2025-12-04T20:40:28.490897] [INFO ] [FORECASTER] Starting predict_future for MHUA
[2025-12-04T20:40:28.491817] [DEBUG] [LOCAL     ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt
[2025-12-04T20:40:28.491868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:28.491899] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:28.491924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:28.491980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:28.553434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:28.554596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:28.554693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:28.554725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:28.659994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:28.660247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:28.660294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:28.660349] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:28.664182] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-04T20:40:28.664490] [INFO ] [FORECASTER] Completed predict_future for MHUA
[2025-12-04T20:40:28.664641] [INFO ] [sig       ] MHUA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:28.806836] [INFO ] [LOCAL     ] Saved forecast: MHUA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MHUA.txt
[2025-12-04T20:40:28.807099] [INFO ] [sig       ] [2017/3547] Completed MHUA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:28.807155] [INFO ] [sig       ] [2018/3547] Forecasting MIDD...
[2025-12-04T20:40:28.807191] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-04T20:40:28.807228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-04T20:40:28.820511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-04T20:40:28.820940] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-04T20:40:28.821810] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-04T20:40:28.821860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:28.821890] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:28.821915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:28.821970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:28.877287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:28.878161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:28.878248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:28.878303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:29.003708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:29.003990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:29.004051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:29.004084] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:29.008201] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-04T20:40:29.008540] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-04T20:40:29.008704] [INFO ] [sig       ] MIDD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:29.147867] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MIDD.txt
[2025-12-04T20:40:29.148046] [INFO ] [sig       ] [2018/3547] Completed MIDD in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:29.148086] [INFO ] [sig       ] [2019/3547] Forecasting MIGI...
[2025-12-04T20:40:29.148113] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-04T20:40:29.148145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-04T20:40:29.161747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-04T20:40:29.162207] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-04T20:40:29.163097] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-04T20:40:29.163149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:29.163215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:29.163243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:29.163302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:29.221083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:29.222143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:29.222267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:29.222302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:29.342319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:29.342545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:29.342610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:29.342642] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:29.346414] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=81.97%)
[2025-12-04T20:40:29.346833] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-04T20:40:29.346995] [INFO ] [sig       ] MIGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:29.486207] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MIGI.txt
[2025-12-04T20:40:29.486402] [INFO ] [sig       ] [2019/3547] Completed MIGI in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:29.486441] [INFO ] [sig       ] [2020/3547] Forecasting MILN...
[2025-12-04T20:40:29.486470] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-04T20:40:29.486501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-04T20:40:29.498237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-04T20:40:29.498718] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-04T20:40:29.499600] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-04T20:40:29.499650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:29.499680] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:29.499705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:29.499760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:29.555516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:29.556666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:29.556760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:29.556792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:29.658607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:29.658836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:29.658881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:29.658908] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:29.662673] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-04T20:40:29.662970] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-04T20:40:29.663101] [INFO ] [sig       ] MILN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:29.812720] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MILN.txt
[2025-12-04T20:40:29.812956] [INFO ] [sig       ] [2020/3547] Completed MILN in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:29.813005] [INFO ] [sig       ] [2021/3547] Forecasting MIND...
[2025-12-04T20:40:29.813036] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-04T20:40:29.813066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-04T20:40:29.825795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-04T20:40:29.826334] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-04T20:40:29.827274] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-04T20:40:29.827325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:29.827375] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:29.827402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:29.827458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:29.883316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:29.884278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:29.884372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:29.884402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:30.010122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:30.010352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:30.010397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:30.010424] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:30.014210] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=27.29%)
[2025-12-04T20:40:30.014505] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-04T20:40:30.014658] [INFO ] [sig       ] MIND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:30.159945] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MIND.txt
[2025-12-04T20:40:30.160153] [INFO ] [sig       ] [2021/3547] Completed MIND in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:30.160194] [INFO ] [sig       ] [2022/3547] Forecasting MIRA...
[2025-12-04T20:40:30.160223] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-04T20:40:30.160254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-04T20:40:30.173170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-04T20:40:30.173634] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-04T20:40:30.174466] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-04T20:40:30.174517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:30.174549] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:30.174593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:30.174653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:30.233160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:30.234244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:30.234345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:30.234380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:30.359894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:30.360175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:30.360221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:30.360299] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:30.364276] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-04T20:40:30.364628] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-04T20:40:30.364778] [INFO ] [sig       ] MIRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:30.507473] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MIRA.txt
[2025-12-04T20:40:30.507670] [INFO ] [sig       ] [2022/3547] Completed MIRA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:30.507711] [INFO ] [sig       ] [2023/3547] Forecasting MIRM...
[2025-12-04T20:40:30.507740] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-04T20:40:30.507770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-04T20:40:30.522326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-04T20:40:30.522868] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-04T20:40:30.523790] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-04T20:40:30.523842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:30.523875] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:30.523900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:30.523956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:30.580836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:30.581920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:30.582017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:30.582050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:30.705289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:30.705516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:30.705561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:30.705610] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:30.709497] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-04T20:40:30.709828] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-04T20:40:30.709970] [INFO ] [sig       ] MIRM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:30.849260] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MIRM.txt
[2025-12-04T20:40:30.849475] [INFO ] [sig       ] [2023/3547] Completed MIRM in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:30.849515] [INFO ] [sig       ] [2024/3547] Forecasting MITK...
[2025-12-04T20:40:30.849544] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-04T20:40:30.849590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-04T20:40:30.863145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-04T20:40:30.863643] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-04T20:40:30.864548] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-04T20:40:30.864627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:30.864660] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:30.864687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:30.864746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:30.922645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:30.923738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:30.923839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:30.923872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:31.051220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:31.051456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:31.051505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:31.051536] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:31.055453] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=10.22%)
[2025-12-04T20:40:31.055790] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-04T20:40:31.055931] [INFO ] [sig       ] MITK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:31.210199] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MITK.txt
[2025-12-04T20:40:31.210404] [INFO ] [sig       ] [2024/3547] Completed MITK in 0.4s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:31.210443] [INFO ] [sig       ] [2025/3547] Forecasting MIY...
[2025-12-04T20:40:31.210480] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-04T20:40:31.210514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-04T20:40:31.223595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-04T20:40:31.224054] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-04T20:40:31.224856] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-04T20:40:31.224907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:31.224937] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:31.224963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:31.225016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:31.280305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:31.281218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:31.281309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:31.281342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:31.397975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:31.398124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:31.398162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:31.398188] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:31.401484] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-12-04T20:40:31.401762] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-04T20:40:31.401877] [INFO ] [sig       ] MIY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:31.543565] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MIY.txt
[2025-12-04T20:40:31.543755] [INFO ] [sig       ] [2025/3547] Completed MIY in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:31.543794] [INFO ] [sig       ] [2026/3547] Forecasting MKC...
[2025-12-04T20:40:31.543823] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-04T20:40:31.543851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-04T20:40:31.555464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-04T20:40:31.555813] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-04T20:40:31.556563] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-04T20:40:31.556632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:31.556662] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:31.556686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:31.556739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:31.616843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:31.617768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:31.617851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:31.617883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:31.739373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:31.739527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:31.739564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:31.739610] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:31.742984] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-12-04T20:40:31.743249] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-04T20:40:31.743374] [INFO ] [sig       ] MKC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:31.890235] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MKC.txt
[2025-12-04T20:40:31.890377] [INFO ] [sig       ] [2026/3547] Completed MKC in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-04T20:40:31.890424] [INFO ] [sig       ] [2027/3547] Forecasting MKL...
[2025-12-04T20:40:31.890454] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-04T20:40:31.890482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-04T20:40:31.905159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-04T20:40:31.905846] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-04T20:40:31.907365] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-04T20:40:31.907469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:31.907506] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:31.907538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:31.907635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:31.968953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:31.970144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:31.970279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:31.970314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:32.091991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:32.092207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:32.092251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:32.092279] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:32.096059] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-04T20:40:32.096361] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-04T20:40:32.096495] [INFO ] [sig       ] MKL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:32.240439] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MKL.txt
[2025-12-04T20:40:32.240659] [INFO ] [sig       ] [2027/3547] Completed MKL in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-04T20:40:32.240738] [INFO ] [sig       ] [2028/3547] Forecasting MKSI...
[2025-12-04T20:40:32.240771] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-04T20:40:32.240802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-04T20:40:32.253987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-04T20:40:32.254561] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-04T20:40:32.255523] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-04T20:40:32.255617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:32.255653] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:32.255680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:32.255737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:32.312755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:32.313899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:32.313995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:32.314027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:32.438836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:32.439073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:32.439117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:32.439171] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:32.443197] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-04T20:40:32.443533] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-04T20:40:32.443692] [INFO ] [sig       ] MKSI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:32.586609] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MKSI.txt
[2025-12-04T20:40:32.586819] [INFO ] [sig       ] [2028/3547] Completed MKSI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-04T20:40:32.586860] [INFO ] [sig       ] [2029/3547] Forecasting MKTX...
[2025-12-04T20:40:32.586890] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-04T20:40:32.586919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-04T20:40:32.599650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-04T20:40:32.600179] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-04T20:40:32.601059] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-04T20:40:32.601108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:32.601139] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:32.601165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:32.601221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:32.657665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:32.658929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:32.659096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:32.659131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:32.778197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:32.778454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:32.778500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:32.778530] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:32.782322] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2025-12-04T20:40:32.782652] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-04T20:40:32.782789] [INFO ] [sig       ] MKTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:32.930366] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MKTX.txt
[2025-12-04T20:40:32.930595] [INFO ] [sig       ] [2029/3547] Completed MKTX in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-04T20:40:32.930639] [INFO ] [sig       ] [2030/3547] Forecasting MLAB...
[2025-12-04T20:40:32.930673] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-04T20:40:32.930705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-04T20:40:32.944153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-04T20:40:32.944663] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-04T20:40:32.945629] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-04T20:40:32.945682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:32.945715] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:32.945742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:32.945800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:33.005967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:33.007109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:33.007266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:33.007340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:33.130179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:33.130401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:33.130446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:33.130476] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:33.134464] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-04T20:40:33.134785] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-04T20:40:33.134918] [INFO ] [sig       ] MLAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:33.279541] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MLAB.txt
[2025-12-04T20:40:33.279740] [INFO ] [sig       ] [2030/3547] Completed MLAB in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:33.279781] [INFO ] [sig       ] [2031/3547] Forecasting MLCO...
[2025-12-04T20:40:33.279810] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-04T20:40:33.279839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-04T20:40:33.293148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-04T20:40:33.293605] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-04T20:40:33.294456] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-04T20:40:33.294508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:33.294538] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:33.294563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:33.294636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:33.365698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:33.366676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:33.366769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:33.366802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:33.487979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:33.488141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:33.488182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:33.488210] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:33.491692] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-04T20:40:33.491998] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-04T20:40:33.492131] [INFO ] [sig       ] MLCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:33.635977] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MLCO.txt
[2025-12-04T20:40:33.636133] [INFO ] [sig       ] [2031/3547] Completed MLCO in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:33.636170] [INFO ] [sig       ] [2032/3547] Forecasting MLGO...
[2025-12-04T20:40:33.636198] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-04T20:40:33.636227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-04T20:40:33.647476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-04T20:40:33.647824] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-04T20:40:33.648695] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-04T20:40:33.648747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:33.648778] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:33.648803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:33.648870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:33.707082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:33.707939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:33.708021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:33.708053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:33.823097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:33.823255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:33.823293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:33.823321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:33.826602] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=80.75%)
[2025-12-04T20:40:33.826858] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-04T20:40:33.826976] [INFO ] [sig       ] MLGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:33.967566] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MLGO.txt
[2025-12-04T20:40:33.967838] [INFO ] [sig       ] [2032/3547] Completed MLGO in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:33.967884] [INFO ] [sig       ] [2033/3547] Forecasting MLI...
[2025-12-04T20:40:33.967914] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-04T20:40:33.967944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-04T20:40:33.984289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-04T20:40:33.984865] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-04T20:40:33.985864] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-04T20:40:33.985917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:33.985951] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:33.985978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:33.986034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:34.043620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:34.044452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:34.044546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:34.044599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:34.170136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:34.170302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:34.170342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:34.170377] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:34.173847] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-04T20:40:34.174113] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-04T20:40:34.174238] [INFO ] [sig       ] MLI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:34.310498] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MLI.txt
[2025-12-04T20:40:34.310675] [INFO ] [sig       ] [2033/3547] Completed MLI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:34.310716] [INFO ] [sig       ] [2034/3547] Forecasting MLKN...
[2025-12-04T20:40:34.310743] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-04T20:40:34.310773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-04T20:40:34.322971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-04T20:40:34.323360] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-04T20:40:34.324136] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-04T20:40:34.324200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:34.324231] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:34.324257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:34.324311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:34.380832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:34.381931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:34.382024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:34.382056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:34.506890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:34.507077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:34.507121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:34.507148] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:34.510754] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-04T20:40:34.511023] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-04T20:40:34.511151] [INFO ] [sig       ] MLKN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:34.650016] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MLKN.txt
[2025-12-04T20:40:34.650172] [INFO ] [sig       ] [2034/3547] Completed MLKN in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:34.650209] [INFO ] [sig       ] [2035/3547] Forecasting MLM...
[2025-12-04T20:40:34.650238] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-04T20:40:34.650267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-04T20:40:34.662445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-04T20:40:34.662858] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-04T20:40:34.663656] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-04T20:40:34.663707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:34.663740] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:34.663767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:34.663821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:34.720453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:34.721110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:34.721185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:34.721217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:34.844021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:34.844172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:34.844212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:34.844241] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:34.847551] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=74.25%)
[2025-12-04T20:40:34.847870] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-04T20:40:34.848000] [INFO ] [sig       ] MLM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:34.984260] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MLM.txt
[2025-12-04T20:40:34.984387] [INFO ] [sig       ] [2035/3547] Completed MLM in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:34.984425] [INFO ] [sig       ] [2036/3547] Forecasting MLP...
[2025-12-04T20:40:34.984453] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-04T20:40:34.984482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-04T20:40:34.995702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-04T20:40:34.995970] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-04T20:40:34.996726] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-04T20:40:34.996775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:34.996853] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:34.996880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:34.996934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:35.056726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:35.058145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:35.058256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:35.058310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:35.164201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:35.164444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:35.164492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:35.164520] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:35.168550] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-04T20:40:35.168882] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-04T20:40:35.169021] [INFO ] [sig       ] MLP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:35.311411] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MLP.txt
[2025-12-04T20:40:35.311610] [INFO ] [sig       ] [2036/3547] Completed MLP in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:35.311655] [INFO ] [sig       ] [2037/3547] Forecasting MLTX...
[2025-12-04T20:40:35.311685] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-04T20:40:35.311715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-04T20:40:35.325888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-04T20:40:35.326490] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-04T20:40:35.327384] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-04T20:40:35.327435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:35.327467] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:35.327492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:35.327549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:35.385051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:35.386224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:35.386324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:35.386358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:35.512919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:35.513151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:35.513195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:35.513222] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:35.517110] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=24.67%)
[2025-12-04T20:40:35.517470] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-04T20:40:35.517635] [INFO ] [sig       ] MLTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:35.663222] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MLTX.txt
[2025-12-04T20:40:35.663421] [INFO ] [sig       ] [2037/3547] Completed MLTX in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:35.663461] [INFO ] [sig       ] [2038/3547] Forecasting MLYS...
[2025-12-04T20:40:35.663490] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-04T20:40:35.663521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-04T20:40:35.677627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-04T20:40:35.678126] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-04T20:40:35.679040] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-04T20:40:35.679091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:35.679122] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:35.679146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:35.679203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:35.736022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:35.737136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:35.737231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:35.737261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:35.851025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:35.851316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:35.851362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:35.851388] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:35.855412] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-12-04T20:40:35.855791] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-04T20:40:35.855936] [INFO ] [sig       ] MLYS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:35.998923] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MLYS.txt
[2025-12-04T20:40:35.999125] [INFO ] [sig       ] [2038/3547] Completed MLYS in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:35.999166] [INFO ] [sig       ] [2039/3547] Forecasting MMC...
[2025-12-04T20:40:35.999197] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-04T20:40:35.999228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-04T20:40:36.014077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-04T20:40:36.014656] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-04T20:40:36.015649] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-04T20:40:36.015702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:36.015733] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:36.015760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:36.015818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:36.074613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:36.075856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:36.075964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:36.075995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:36.202786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:36.203014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:36.203058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:36.203165] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:36.207078] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-04T20:40:36.207434] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-04T20:40:36.207593] [INFO ] [sig       ] MMC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:36.348822] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MMC.txt
[2025-12-04T20:40:36.349039] [INFO ] [sig       ] [2039/3547] Completed MMC in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:36.349079] [INFO ] [sig       ] [2040/3547] Forecasting MMD...
[2025-12-04T20:40:36.349108] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-04T20:40:36.349137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-04T20:40:36.362471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-04T20:40:36.363026] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-04T20:40:36.364224] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-04T20:40:36.364283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:36.364318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:36.364347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:36.364406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:36.420285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:36.421268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:36.421365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:36.421399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:36.548600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:36.548850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:36.548899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:36.548927] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:36.553352] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2025-12-04T20:40:36.553798] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-04T20:40:36.553976] [INFO ] [sig       ] MMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:36.714316] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MMD.txt
[2025-12-04T20:40:36.714642] [INFO ] [sig       ] [2040/3547] Completed MMD in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:36.714708] [INFO ] [sig       ] [2041/3547] Forecasting MMLP...
[2025-12-04T20:40:36.714755] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-04T20:40:36.714801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-04T20:40:36.733392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-04T20:40:36.734166] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-04T20:40:36.735570] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-04T20:40:36.735679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:36.735731] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:36.735777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:36.735871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:36.820660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:36.822178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:36.822327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:36.822382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:36.984641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:36.984950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:36.985024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:36.985076] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:36.990145] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-04T20:40:36.990696] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-04T20:40:36.990893] [INFO ] [sig       ] MMLP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:37.203740] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MMLP.txt
[2025-12-04T20:40:37.204047] [INFO ] [sig       ] [2041/3547] Completed MMLP in 0.5s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:37.204119] [INFO ] [sig       ] [2042/3547] Forecasting MMS...
[2025-12-04T20:40:37.204168] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-04T20:40:37.204207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-04T20:40:37.223192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-04T20:40:37.225157] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-04T20:40:37.227473] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-04T20:40:37.227665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:37.227716] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:37.227756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:37.227846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:37.316112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:37.317709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:37.317849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:37.317904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:37.485547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:37.485818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:37.485886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:37.485928] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:37.490294] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2025-12-04T20:40:37.490727] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-04T20:40:37.490897] [INFO ] [sig       ] MMS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:37.647818] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MMS.txt
[2025-12-04T20:40:37.647979] [INFO ] [sig       ] [2042/3547] Completed MMS in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:37.648019] [INFO ] [sig       ] [2043/3547] Forecasting MMSI...
[2025-12-04T20:40:37.648046] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-04T20:40:37.648075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-04T20:40:37.665044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-04T20:40:37.665448] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-04T20:40:37.666340] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-04T20:40:37.666401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:37.666433] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:37.666460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:37.666515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:37.724055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:37.724974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:37.725064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:37.725100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:37.850325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:37.850487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:37.850528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:37.850555] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:37.854065] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-04T20:40:37.854377] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-04T20:40:37.854512] [INFO ] [sig       ] MMSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:37.994268] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MMSI.txt
[2025-12-04T20:40:37.994397] [INFO ] [sig       ] [2043/3547] Completed MMSI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-04T20:40:37.994433] [INFO ] [sig       ] [2044/3547] Forecasting MNDO...
[2025-12-04T20:40:37.994461] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-04T20:40:37.994489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-04T20:40:38.005330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-04T20:40:38.005625] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-04T20:40:38.006387] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-04T20:40:38.006439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:38.006470] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:38.006497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:38.006552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:38.062860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:38.063508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:38.063623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:38.063658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:38.171934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:38.172092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:38.172133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:38.172162] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:38.175479] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-04T20:40:38.175759] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-04T20:40:38.175879] [INFO ] [sig       ] MNDO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:38.317785] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MNDO.txt
[2025-12-04T20:40:38.317934] [INFO ] [sig       ] [2044/3547] Completed MNDO in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-04T20:40:38.317971] [INFO ] [sig       ] [2045/3547] Forecasting MNDY...
[2025-12-04T20:40:38.317999] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-04T20:40:38.318027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-04T20:40:38.329472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-04T20:40:38.329772] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-04T20:40:38.330530] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-04T20:40:38.330613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:38.330657] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:38.330683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:38.330737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:38.389546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:38.390260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:38.390345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:38.390378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:38.513624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:38.513727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:38.513765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:38.513794] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:38.517226] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-04T20:40:38.517558] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-04T20:40:38.517723] [INFO ] [sig       ] MNDY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:38.659073] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MNDY.txt
[2025-12-04T20:40:38.659196] [INFO ] [sig       ] [2045/3547] Completed MNDY in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-04T20:40:38.659232] [INFO ] [sig       ] [2046/3547] Forecasting MNKD...
[2025-12-04T20:40:38.659259] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-04T20:40:38.659288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-04T20:40:38.670083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-04T20:40:38.670365] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-04T20:40:38.671151] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-04T20:40:38.671200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:38.671230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:38.671255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:38.671309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:38.727364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:38.727970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:38.728073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:38.728104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:38.853398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:38.853526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:38.853593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:38.853630] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:38.856940] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-04T20:40:38.857203] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-04T20:40:38.857326] [INFO ] [sig       ] MNKD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:38.997213] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MNKD.txt
[2025-12-04T20:40:38.997334] [INFO ] [sig       ] [2046/3547] Completed MNKD in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-04T20:40:38.997377] [INFO ] [sig       ] [2047/3547] Forecasting MNMD...
[2025-12-04T20:40:38.997406] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-04T20:40:38.997433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-04T20:40:39.008343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-04T20:40:39.008642] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-04T20:40:39.009400] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-04T20:40:39.009450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:39.009480] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:39.009506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:39.009560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:39.065243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:39.065966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:39.066040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:39.066071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:39.190831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:39.191009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:39.191055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:39.191084] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:39.194589] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-04T20:40:39.195045] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-04T20:40:39.195172] [INFO ] [sig       ] MNMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:39.333993] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MNMD.txt
[2025-12-04T20:40:39.334133] [INFO ] [sig       ] [2047/3547] Completed MNMD in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-04T20:40:39.334169] [INFO ] [sig       ] [2048/3547] Forecasting MNRO...
[2025-12-04T20:40:39.334197] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-04T20:40:39.334226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-04T20:40:39.345752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-04T20:40:39.346028] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-04T20:40:39.346791] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-04T20:40:39.346840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:39.346870] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:39.346895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:39.346948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:39.402446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:39.403138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:39.403213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:39.403244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:39.519852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:39.519992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:39.520031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:39.520057] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:39.523381] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: UP (p=64.88%)
[2025-12-04T20:40:39.523665] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-04T20:40:39.523783] [INFO ] [sig       ] MNRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:39.663947] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MNRO.txt
[2025-12-04T20:40:39.664068] [INFO ] [sig       ] [2048/3547] Completed MNRO in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:39.664110] [INFO ] [sig       ] [2049/3547] Forecasting MNSO...
[2025-12-04T20:40:39.664139] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-04T20:40:39.664166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-04T20:40:39.675640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-04T20:40:39.675938] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-04T20:40:39.676708] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-04T20:40:39.676756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:39.676786] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:39.676811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:39.676864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:39.733297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:39.734130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:39.734209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:39.734241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:39.858309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:39.858494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:39.858535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:39.858563] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:39.862056] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=36.24%)
[2025-12-04T20:40:39.862341] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-04T20:40:39.862475] [INFO ] [sig       ] MNSO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:40.003306] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MNSO.txt
[2025-12-04T20:40:40.003485] [INFO ] [sig       ] [2049/3547] Completed MNSO in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:40.003525] [INFO ] [sig       ] [2050/3547] Forecasting MNTK...
[2025-12-04T20:40:40.003552] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-04T20:40:40.003598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-04T20:40:40.014848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-04T20:40:40.015146] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-04T20:40:40.015943] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-04T20:40:40.015994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:40.016024] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:40.016050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:40.016104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:40.072482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:40.073342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:40.073427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:40.073456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:40.192413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:40.192594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:40.192635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:40.192663] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:40.196132] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-04T20:40:40.196458] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-04T20:40:40.196632] [INFO ] [sig       ] MNTK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:40.338622] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MNTK.txt
[2025-12-04T20:40:40.338771] [INFO ] [sig       ] [2050/3547] Completed MNTK in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:40.338808] [INFO ] [sig       ] [2051/3547] Forecasting MNY...
[2025-12-04T20:40:40.338836] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-04T20:40:40.338865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-04T20:40:40.349721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-04T20:40:40.349995] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-04T20:40:40.350760] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-04T20:40:40.350810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:40.350841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:40.350866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:40.350920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:40.406164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:40.407006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:40.407088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:40.407119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:40.519331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:40.519488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:40.519525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:40.519551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:40.522866] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-04T20:40:40.523127] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-04T20:40:40.523244] [INFO ] [sig       ] MNY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:40.670929] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MNY.txt
[2025-12-04T20:40:40.671143] [INFO ] [sig       ] [2051/3547] Completed MNY in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:40.671185] [INFO ] [sig       ] [2052/3547] Forecasting MOB...
[2025-12-04T20:40:40.671215] [INFO ] [sig       ] Generating forecast for: MOB
[2025-12-04T20:40:40.671248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-12-04T20:40:40.684615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOB'.
[2025-12-04T20:40:40.685236] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-12-04T20:40:40.686182] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-12-04T20:40:40.686235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:40.686266] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:40.686291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:40.686348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:40.744836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:40.745959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:40.746085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:40.746125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:40.868943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:40.869181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:40.869270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:40.869303] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:40.873109] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-04T20:40:40.873411] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-12-04T20:40:40.873540] [INFO ] [sig       ] MOB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:41.016918] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MOB.txt
[2025-12-04T20:40:41.017128] [INFO ] [sig       ] [2052/3547] Completed MOB in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:41.017168] [INFO ] [sig       ] [2053/3547] Forecasting MOD...
[2025-12-04T20:40:41.017196] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-04T20:40:41.017228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-04T20:40:41.031218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-04T20:40:41.031788] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-04T20:40:41.032742] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-04T20:40:41.032795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:41.032865] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:41.032891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:41.032949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:41.090989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:41.092182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:41.092283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:41.092316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:41.222274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:41.222502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:41.222545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:41.222597] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:41.226865] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-04T20:40:41.227382] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-04T20:40:41.227561] [INFO ] [sig       ] MOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:41.374253] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MOD.txt
[2025-12-04T20:40:41.374547] [INFO ] [sig       ] [2053/3547] Completed MOD in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:41.374612] [INFO ] [sig       ] [2054/3547] Forecasting MODG...
[2025-12-04T20:40:41.374647] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-04T20:40:41.374680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-04T20:40:41.388352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-04T20:40:41.388924] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-04T20:40:41.389978] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-04T20:40:41.390036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:41.390068] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:41.390092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:41.390148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:41.448760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:41.449863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:41.450025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:41.450059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:41.569760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:41.570002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:41.570047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:41.570074] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:41.573747] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-12-04T20:40:41.574081] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-04T20:40:41.574212] [INFO ] [sig       ] MODG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:41.712936] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MODG.txt
[2025-12-04T20:40:41.713150] [INFO ] [sig       ] [2054/3547] Completed MODG in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:41.713191] [INFO ] [sig       ] [2055/3547] Forecasting MODL...
[2025-12-04T20:40:41.713220] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-04T20:40:41.713251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-04T20:40:41.726123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-04T20:40:41.726665] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-04T20:40:41.727629] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-04T20:40:41.727681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:41.727716] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:41.727742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:41.727798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:41.784418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:41.785594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:41.785687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:41.785718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:41.910503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:41.910762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:41.910811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:41.910839] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:41.914860] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-04T20:40:41.915208] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-04T20:40:41.915348] [INFO ] [sig       ] MODL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:42.062843] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MODL.txt
[2025-12-04T20:40:42.063044] [INFO ] [sig       ] [2055/3547] Completed MODL in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:42.063084] [INFO ] [sig       ] [2056/3547] Forecasting MOFG...
[2025-12-04T20:40:42.063112] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-04T20:40:42.063152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-04T20:40:42.076318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-04T20:40:42.076762] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-04T20:40:42.077700] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-04T20:40:42.077752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:42.077800] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:42.077826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:42.077883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:42.137484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:42.138742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:42.138878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:42.138922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:42.268375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:42.268630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:42.268677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:42.268755] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:42.272645] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=42.28%)
[2025-12-04T20:40:42.272969] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-04T20:40:42.273110] [INFO ] [sig       ] MOFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:42.417315] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MOFG.txt
[2025-12-04T20:40:42.417524] [INFO ] [sig       ] [2056/3547] Completed MOFG in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:42.417565] [INFO ] [sig       ] [2057/3547] Forecasting MOGO...
[2025-12-04T20:40:42.417628] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-04T20:40:42.417662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-04T20:40:42.430444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-04T20:40:42.430835] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-04T20:40:42.431834] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-04T20:40:42.431887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:42.431921] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:42.431947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:42.432005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:42.490751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:42.491761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:42.491864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:42.491896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:42.609522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:42.609774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:42.609819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:42.609845] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:42.613594] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-04T20:40:42.613895] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-04T20:40:42.614027] [INFO ] [sig       ] MOGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:42.760121] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MOGO.txt
[2025-12-04T20:40:42.760350] [INFO ] [sig       ] [2057/3547] Completed MOGO in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:42.760446] [INFO ] [sig       ] [2058/3547] Forecasting MOH...
[2025-12-04T20:40:42.760480] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-04T20:40:42.760512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-04T20:40:42.774729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-04T20:40:42.775279] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-04T20:40:42.776155] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-04T20:40:42.776209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:42.776239] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:42.776264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:42.776320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:42.834240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:42.835233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:42.835327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:42.835358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:42.955711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:42.955862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:42.955900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:42.955928] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:42.959215] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=49.92%)
[2025-12-04T20:40:42.959491] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-04T20:40:42.959628] [INFO ] [sig       ] MOH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:43.096176] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MOH.txt
[2025-12-04T20:40:43.096303] [INFO ] [sig       ] [2058/3547] Completed MOH in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:43.096340] [INFO ] [sig       ] [2059/3547] Forecasting MOMO...
[2025-12-04T20:40:43.096368] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-04T20:40:43.096396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-04T20:40:43.107727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-04T20:40:43.108024] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-04T20:40:43.108845] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-04T20:40:43.108896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:43.108927] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:43.108953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:43.109010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:43.164443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:43.165077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:43.165151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:43.165182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:43.285171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:43.285319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:43.285357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:43.285383] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:43.288661] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2025-12-04T20:40:43.288921] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-04T20:40:43.289035] [INFO ] [sig       ] MOMO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:43.434868] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MOMO.txt
[2025-12-04T20:40:43.435084] [INFO ] [sig       ] [2059/3547] Completed MOMO in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:43.435127] [INFO ] [sig       ] [2060/3547] Forecasting MORN...
[2025-12-04T20:40:43.435167] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-04T20:40:43.435204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-04T20:40:43.449732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-04T20:40:43.450221] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-04T20:40:43.451125] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-04T20:40:43.451178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:43.451209] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:43.451236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:43.451295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:43.508065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:43.509148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:43.509243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:43.509278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:43.630138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:43.630371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:43.630417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:43.630447] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:43.634720] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-04T20:40:43.635004] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-04T20:40:43.635135] [INFO ] [sig       ] MORN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:43.788048] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MORN.txt
[2025-12-04T20:40:43.788294] [INFO ] [sig       ] [2060/3547] Completed MORN in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:43.788339] [INFO ] [sig       ] [2061/3547] Forecasting MOS...
[2025-12-04T20:40:43.788368] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-04T20:40:43.788398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-04T20:40:43.802112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-04T20:40:43.802608] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-04T20:40:43.803708] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-04T20:40:43.803760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:43.803792] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:43.803817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:43.803876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:43.862201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:43.863315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:43.863407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:43.863441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:43.986773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:43.987003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:43.987045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:43.987073] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:43.990864] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-04T20:40:43.991151] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-04T20:40:43.991279] [INFO ] [sig       ] MOS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:44.134266] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MOS.txt
[2025-12-04T20:40:44.134520] [INFO ] [sig       ] [2061/3547] Completed MOS in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-04T20:40:44.134586] [INFO ] [sig       ] [2062/3547] Forecasting MP...
[2025-12-04T20:40:44.134620] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-04T20:40:44.134657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-04T20:40:44.149048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-04T20:40:44.149550] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-04T20:40:44.150408] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-04T20:40:44.150459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:44.150489] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:44.150515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:44.150568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:44.208441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:44.209429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:44.209513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:44.209543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:44.329284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:44.329444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:44.329484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:44.329512] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:44.332964] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=75.91%)
[2025-12-04T20:40:44.333240] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-04T20:40:44.333365] [INFO ] [sig       ] MP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:44.469535] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MP.txt
[2025-12-04T20:40:44.469696] [INFO ] [sig       ] [2062/3547] Completed MP in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-04T20:40:44.469743] [INFO ] [sig       ] [2063/3547] Forecasting MPA...
[2025-12-04T20:40:44.469785] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-04T20:40:44.469818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-04T20:40:44.480733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-04T20:40:44.481039] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-04T20:40:44.481827] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-04T20:40:44.481878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:44.481907] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:44.481933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:44.481990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:44.537659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:44.538454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:44.538536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:44.538615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:44.645765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:44.645911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:44.645948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:44.645992] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:44.649242] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-04T20:40:44.649498] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-04T20:40:44.649634] [INFO ] [sig       ] MPA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:44.786277] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MPA.txt
[2025-12-04T20:40:44.786381] [INFO ] [sig       ] [2063/3547] Completed MPA in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-04T20:40:44.786417] [INFO ] [sig       ] [2064/3547] Forecasting MPAA...
[2025-12-04T20:40:44.786444] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-04T20:40:44.786473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-04T20:40:44.798589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-04T20:40:44.798917] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-04T20:40:44.799734] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-04T20:40:44.799785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:44.799815] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:44.799841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:44.799896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:44.855809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:44.856553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:44.856659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:44.856692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:44.981028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:44.981254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:44.981299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:44.981327] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:44.985212] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-04T20:40:44.985562] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-04T20:40:44.985729] [INFO ] [sig       ] MPAA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:45.138751] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MPAA.txt
[2025-12-04T20:40:45.138951] [INFO ] [sig       ] [2064/3547] Completed MPAA in 0.4s | 2.92 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-04T20:40:45.138992] [INFO ] [sig       ] [2065/3547] Forecasting MPB...
[2025-12-04T20:40:45.139021] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-04T20:40:45.139053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-04T20:40:45.152589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-04T20:40:45.153139] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-04T20:40:45.154042] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-04T20:40:45.154095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:45.154127] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:45.154153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:45.154210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:45.213636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:45.214744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:45.214849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:45.214909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:45.333748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:45.333978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:45.334021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:45.334049] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:45.337974] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-04T20:40:45.338382] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-04T20:40:45.338536] [INFO ] [sig       ] MPB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:45.485209] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MPB.txt
[2025-12-04T20:40:45.485418] [INFO ] [sig       ] [2065/3547] Completed MPB in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:45.485457] [INFO ] [sig       ] [2066/3547] Forecasting MPC...
[2025-12-04T20:40:45.485523] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-04T20:40:45.485559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-04T20:40:45.502171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-04T20:40:45.502709] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-04T20:40:45.503686] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-04T20:40:45.503737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:45.503767] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:45.503792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:45.503848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:45.560688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:45.561805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:45.561901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:45.561935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:45.685595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:45.685824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:45.685868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:45.685895] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:45.689697] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-04T20:40:45.689992] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-04T20:40:45.690122] [INFO ] [sig       ] MPC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:45.832170] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MPC.txt
[2025-12-04T20:40:45.832416] [INFO ] [sig       ] [2066/3547] Completed MPC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:45.832459] [INFO ] [sig       ] [2067/3547] Forecasting MPX...
[2025-12-04T20:40:45.832487] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-04T20:40:45.832518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-04T20:40:45.845544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-04T20:40:45.846132] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-04T20:40:45.847077] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-04T20:40:45.847129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:45.847162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:45.847186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:45.847262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:45.908876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:45.909977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:45.910079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:45.910111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:46.020126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:46.020364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:46.020411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:46.020439] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:46.024374] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-04T20:40:46.024708] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-04T20:40:46.024857] [INFO ] [sig       ] MPX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:46.172703] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MPX.txt
[2025-12-04T20:40:46.172897] [INFO ] [sig       ] [2067/3547] Completed MPX in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:46.172937] [INFO ] [sig       ] [2068/3547] Forecasting MQ...
[2025-12-04T20:40:46.172965] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-04T20:40:46.172997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-04T20:40:46.186173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-04T20:40:46.186626] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-04T20:40:46.187404] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-04T20:40:46.187454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:46.187484] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:46.187509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:46.187562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:46.243921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:46.244827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:46.244913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:46.244945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:46.363412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:46.363591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:46.363634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:46.363660] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:46.366961] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-04T20:40:46.367222] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-04T20:40:46.367341] [INFO ] [sig       ] MQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:46.504586] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MQ.txt
[2025-12-04T20:40:46.504722] [INFO ] [sig       ] [2068/3547] Completed MQ in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:46.504758] [INFO ] [sig       ] [2069/3547] Forecasting MQY...
[2025-12-04T20:40:46.504786] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-04T20:40:46.504814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-04T20:40:46.517756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-04T20:40:46.518055] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-04T20:40:46.519336] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-04T20:40:46.519399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:46.519431] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:46.519458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:46.519514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:46.581194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:46.582134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:46.582218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:46.582250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:46.712018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:46.712198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:46.712241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:46.712270] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:46.715946] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-12-04T20:40:46.716307] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-04T20:40:46.716455] [INFO ] [sig       ] MQY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:46.852133] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MQY.txt
[2025-12-04T20:40:46.852280] [INFO ] [sig       ] [2069/3547] Completed MQY in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:46.852318] [INFO ] [sig       ] [2070/3547] Forecasting MRAM...
[2025-12-04T20:40:46.852345] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-04T20:40:46.852373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-04T20:40:46.864134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-04T20:40:46.864435] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-04T20:40:46.865218] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-04T20:40:46.865267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:46.865325] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:46.865351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:46.865404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:46.921766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:46.923090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:46.923199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:46.923233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:47.047714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:47.047963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:47.048017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:47.048094] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:47.052816] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=88.71%)
[2025-12-04T20:40:47.053256] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-04T20:40:47.053447] [INFO ] [sig       ] MRAM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:47.195038] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRAM.txt
[2025-12-04T20:40:47.195240] [INFO ] [sig       ] [2070/3547] Completed MRAM in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:47.195280] [INFO ] [sig       ] [2071/3547] Forecasting MRBK...
[2025-12-04T20:40:47.195309] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-04T20:40:47.195338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-04T20:40:47.208683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-04T20:40:47.209123] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-04T20:40:47.210380] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-04T20:40:47.210436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:47.210468] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:47.210494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:47.210553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:47.272658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:47.274030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:47.274160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:47.274202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:47.406940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:47.407210] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:40:47.407258] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:47.407312] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:47.411679] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-04T20:40:47.412161] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-04T20:40:47.412318] [INFO ] [sig       ] MRBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:47.556738] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MRBK.txt
[2025-12-04T20:40:47.556933] [INFO ] [sig       ] [2071/3547] Completed MRBK in 0.4s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:47.556974] [INFO ] [sig       ] [2072/3547] Forecasting MRCC...
[2025-12-04T20:40:47.557005] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-04T20:40:47.557045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-04T20:40:47.573264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-04T20:40:47.573774] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-04T20:40:47.574846] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-04T20:40:47.574898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:47.574936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:47.574974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:47.575051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:47.634119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:47.635111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:47.635196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:47.635227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:47.758056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:47.758246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:47.758313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:47.758342] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:47.762064] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-04T20:40:47.762375] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-04T20:40:47.762506] [INFO ] [sig       ] MRCC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:47.906560] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MRCC.txt
[2025-12-04T20:40:47.906787] [INFO ] [sig       ] [2072/3547] Completed MRCC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:47.906836] [INFO ] [sig       ] [2073/3547] Forecasting MRCY...
[2025-12-04T20:40:47.906867] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-04T20:40:47.906898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-04T20:40:47.917859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-04T20:40:47.918182] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-04T20:40:47.919087] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-04T20:40:47.919137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:47.919168] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:47.919192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:47.919247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:47.974701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:47.975712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:47.975800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:47.975832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:48.098230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:48.098410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:48.098448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:48.098519] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:48.101985] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=23.53%)
[2025-12-04T20:40:48.102260] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-04T20:40:48.102380] [INFO ] [sig       ] MRCY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:48.238660] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MRCY.txt
[2025-12-04T20:40:48.238789] [INFO ] [sig       ] [2073/3547] Completed MRCY in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:48.238825] [INFO ] [sig       ] [2074/3547] Forecasting MREO...
[2025-12-04T20:40:48.238852] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-04T20:40:48.238881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-04T20:40:48.250051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-04T20:40:48.250344] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-04T20:40:48.251110] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-04T20:40:48.251160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:48.251190] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:48.251215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:48.251269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:48.307680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:48.308301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:48.308378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:48.308410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:48.427539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:48.427701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:48.427739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:48.427772] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:48.431185] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-04T20:40:48.431473] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-04T20:40:48.431664] [INFO ] [sig       ] MREO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:48.572042] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MREO.txt
[2025-12-04T20:40:48.572152] [INFO ] [sig       ] [2074/3547] Completed MREO in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:48.572187] [INFO ] [sig       ] [2075/3547] Forecasting MRK...
[2025-12-04T20:40:48.572215] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-04T20:40:48.572243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-04T20:40:48.584132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-04T20:40:48.584444] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-04T20:40:48.585278] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-04T20:40:48.585329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:48.585359] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:48.585383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:48.585438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:48.641006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:48.641627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:48.641702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:48.641733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:48.763955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:48.764087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:48.764128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:48.764156] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:48.767384] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=86.27%)
[2025-12-04T20:40:48.767670] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-04T20:40:48.767788] [INFO ] [sig       ] MRK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:48.911995] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRK.txt
[2025-12-04T20:40:48.912181] [INFO ] [sig       ] [2075/3547] Completed MRK in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:48.912221] [INFO ] [sig       ] [2076/3547] Forecasting MRM...
[2025-12-04T20:40:48.912247] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-04T20:40:48.912278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-04T20:40:48.923874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-04T20:40:48.924232] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-04T20:40:48.925040] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-04T20:40:48.925091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:48.925120] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:48.925145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:48.925199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:48.983864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:48.984791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:48.984881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:48.984914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:49.129559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:49.129729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:49.129800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:49.129838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:49.133122] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-04T20:40:49.133382] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-04T20:40:49.133501] [INFO ] [sig       ] MRM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:49.278723] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRM.txt
[2025-12-04T20:40:49.278907] [INFO ] [sig       ] [2076/3547] Completed MRM in 0.4s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:49.278945] [INFO ] [sig       ] [2077/3547] Forecasting MRNA...
[2025-12-04T20:40:49.278973] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-04T20:40:49.279000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-04T20:40:49.295288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-04T20:40:49.295785] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-04T20:40:49.296870] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-04T20:40:49.296934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:49.296979] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:49.297020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:49.297105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:49.362759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:49.363894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:49.364002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:49.364055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:49.480247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:49.480392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:49.480429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:49.480457] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:49.483778] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-04T20:40:49.484042] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-04T20:40:49.484161] [INFO ] [sig       ] MRNA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:49.622313] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MRNA.txt
[2025-12-04T20:40:49.622427] [INFO ] [sig       ] [2077/3547] Completed MRNA in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:49.622464] [INFO ] [sig       ] [2078/3547] Forecasting MRSN...
[2025-12-04T20:40:49.622491] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-04T20:40:49.622520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-04T20:40:49.633355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-04T20:40:49.633682] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-04T20:40:49.634485] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-04T20:40:49.634536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:49.634566] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:49.634610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:49.634665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:49.690707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:49.691348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:49.691425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:49.691455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:49.807042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:49.807180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:49.807218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:49.807245] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:49.813380] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-12-04T20:40:49.813683] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-04T20:40:49.813816] [INFO ] [sig       ] MRSN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:49.967943] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRSN.txt
[2025-12-04T20:40:49.968170] [INFO ] [sig       ] [2078/3547] Completed MRSN in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-04T20:40:49.968240] [INFO ] [sig       ] [2079/3547] Forecasting MRTN...
[2025-12-04T20:40:49.968311] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-04T20:40:49.968358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-04T20:40:49.984222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-04T20:40:49.984696] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-04T20:40:49.985856] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-04T20:40:49.985922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:49.985972] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:49.986015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:49.986106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:50.045471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:50.046401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:50.046483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:50.046515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:50.159211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:50.159371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:50.159409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:50.159436] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:50.162766] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-12-04T20:40:50.163034] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-04T20:40:50.163152] [INFO ] [sig       ] MRTN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:50.299350] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MRTN.txt
[2025-12-04T20:40:50.299509] [INFO ] [sig       ] [2079/3547] Completed MRTN in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-04T20:40:50.299547] [INFO ] [sig       ] [2080/3547] Forecasting MRUS...
[2025-12-04T20:40:50.299596] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-04T20:40:50.299628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-04T20:40:50.311188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-04T20:40:50.311503] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-04T20:40:50.312278] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-04T20:40:50.312328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:50.312370] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:50.312397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:50.312452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:50.367903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:50.368685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:50.368791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:50.368828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:50.482323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:50.482478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:50.482518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:50.482546] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:50.486095] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-04T20:40:50.486413] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-04T20:40:50.486544] [INFO ] [sig       ] MRUS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:50.627985] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRUS.txt
[2025-12-04T20:40:50.628127] [INFO ] [sig       ] [2080/3547] Completed MRUS in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-04T20:40:50.628163] [INFO ] [sig       ] [2081/3547] Forecasting MRVI...
[2025-12-04T20:40:50.628190] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-04T20:40:50.628218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-04T20:40:50.638859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-04T20:40:50.639138] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-04T20:40:50.639924] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-04T20:40:50.639974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:50.640005] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:50.640031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:50.640086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:50.697206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:50.697826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:50.697899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:50.697930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:50.821562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:50.821706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:50.821744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:50.821775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:50.825095] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-04T20:40:50.825389] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-04T20:40:50.825513] [INFO ] [sig       ] MRVI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:50.968359] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRVI.txt
[2025-12-04T20:40:50.968491] [INFO ] [sig       ] [2081/3547] Completed MRVI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-04T20:40:50.968528] [INFO ] [sig       ] [2082/3547] Forecasting MRVL...
[2025-12-04T20:40:50.968557] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-04T20:40:50.968605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-04T20:40:50.980219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-04T20:40:50.980502] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-04T20:40:50.981276] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-04T20:40:50.981326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:50.981356] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:50.981381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:50.981435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:51.038388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:51.039724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:51.039831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:51.039864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:51.162149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:51.162374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:51.162417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:51.162446] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:51.166241] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-04T20:40:51.166546] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-04T20:40:51.166703] [INFO ] [sig       ] MRVL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:51.307734] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRVL.txt
[2025-12-04T20:40:51.307950] [INFO ] [sig       ] [2082/3547] Completed MRVL in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-04T20:40:51.307992] [INFO ] [sig       ] [2083/3547] Forecasting MRX...
[2025-12-04T20:40:51.308020] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-04T20:40:51.308052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-04T20:40:51.322279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-04T20:40:51.322858] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-04T20:40:51.323785] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-04T20:40:51.323839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:51.323873] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:51.323901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:51.323958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:51.380809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:51.381889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:51.381978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:51.382010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:51.500830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:51.501058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:51.501102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:51.501130] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:51.504904] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: UP (p=75.47%)
[2025-12-04T20:40:51.505196] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-04T20:40:51.505325] [INFO ] [sig       ] MRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:51.648549] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MRX.txt
[2025-12-04T20:40:51.648822] [INFO ] [sig       ] [2083/3547] Completed MRX in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:51.648883] [INFO ] [sig       ] [2084/3547] Forecasting MS...
[2025-12-04T20:40:51.648920] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-04T20:40:51.648962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-04T20:40:51.663319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-04T20:40:51.663932] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-04T20:40:51.664950] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-04T20:40:51.665015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:51.665060] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:51.665093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:51.665152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:51.726183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:51.727338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:51.727438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:51.727470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:51.854122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:51.854358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:51.854403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:51.854430] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:51.858183] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-04T20:40:51.858502] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-04T20:40:51.858656] [INFO ] [sig       ] MS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:52.001885] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MS.txt
[2025-12-04T20:40:52.002085] [INFO ] [sig       ] [2084/3547] Completed MS in 0.4s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:52.002127] [INFO ] [sig       ] [2085/3547] Forecasting MSA...
[2025-12-04T20:40:52.002156] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-04T20:40:52.002187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-04T20:40:52.017090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-04T20:40:52.017560] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-04T20:40:52.018418] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-04T20:40:52.018470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:52.018500] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:52.018526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:52.018597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:52.076273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:52.077219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:52.077308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:52.077340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:52.199995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:52.200241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:52.200290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:52.200320] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:52.204378] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-04T20:40:52.204774] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-04T20:40:52.204917] [INFO ] [sig       ] MSA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:52.354504] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSA.txt
[2025-12-04T20:40:52.354714] [INFO ] [sig       ] [2085/3547] Completed MSA in 0.4s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:52.354755] [INFO ] [sig       ] [2086/3547] Forecasting MSB...
[2025-12-04T20:40:52.354791] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-04T20:40:52.354824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-04T20:40:52.367193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-04T20:40:52.367625] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-04T20:40:52.368625] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-04T20:40:52.368676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:52.368707] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:52.368731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:52.368786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:52.425192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:52.426370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:52.426486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:52.426521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:52.563505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:52.563744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:52.563790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:52.563829] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:52.567641] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-04T20:40:52.567973] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-04T20:40:52.568108] [INFO ] [sig       ] MSB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:52.714537] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSB.txt
[2025-12-04T20:40:52.714737] [INFO ] [sig       ] [2086/3547] Completed MSB in 0.4s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:52.714776] [INFO ] [sig       ] [2087/3547] Forecasting MSBI...
[2025-12-04T20:40:52.714806] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-04T20:40:52.714836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-04T20:40:52.728245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-04T20:40:52.728689] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-04T20:40:52.729503] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-04T20:40:52.729554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:52.729628] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:52.729655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:52.729710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:52.785316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:52.786054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:52.786135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:52.786166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:52.904960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:52.905117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:52.905157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:52.905202] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:52.908516] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-04T20:40:52.908802] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-04T20:40:52.908920] [INFO ] [sig       ] MSBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:53.056021] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSBI.txt
[2025-12-04T20:40:53.056149] [INFO ] [sig       ] [2087/3547] Completed MSBI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:53.056186] [INFO ] [sig       ] [2088/3547] Forecasting MSCI...
[2025-12-04T20:40:53.056213] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-04T20:40:53.056242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-04T20:40:53.067753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-04T20:40:53.068019] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-04T20:40:53.068798] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-04T20:40:53.068850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:53.068882] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:53.068907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:53.068960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:53.125118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:53.126007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:53.126091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:53.126123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:53.248902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:53.249163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:53.249211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:53.249240] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:53.253226] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-12-04T20:40:53.253537] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-04T20:40:53.253690] [INFO ] [sig       ] MSCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:53.401335] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSCI.txt
[2025-12-04T20:40:53.401567] [INFO ] [sig       ] [2088/3547] Completed MSCI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:53.401631] [INFO ] [sig       ] [2089/3547] Forecasting MSD...
[2025-12-04T20:40:53.401660] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-04T20:40:53.401691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-04T20:40:53.415552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-04T20:40:53.416150] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-04T20:40:53.417064] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-04T20:40:53.417117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:53.417149] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:53.417175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:53.417232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:53.475321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:53.476462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:53.476565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:53.476645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:53.599371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:53.599625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:53.599674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:53.599710] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:53.604295] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-12-04T20:40:53.604747] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-04T20:40:53.604917] [INFO ] [sig       ] MSD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:53.749798] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSD.txt
[2025-12-04T20:40:53.750005] [INFO ] [sig       ] [2089/3547] Completed MSD in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:53.750049] [INFO ] [sig       ] [2090/3547] Forecasting MSEX...
[2025-12-04T20:40:53.750079] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-04T20:40:53.750113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-04T20:40:53.763864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-04T20:40:53.764404] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-04T20:40:53.765401] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-04T20:40:53.765461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:53.765493] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:53.765519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:53.765596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:53.826084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:53.827252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:53.827352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:53.827385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:53.948530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:53.948780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:53.948826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:53.948931] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:53.952971] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-12-04T20:40:53.953337] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-04T20:40:53.953483] [INFO ] [sig       ] MSEX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:54.107711] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSEX.txt
[2025-12-04T20:40:54.107917] [INFO ] [sig       ] [2090/3547] Completed MSEX in 0.4s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:54.107960] [INFO ] [sig       ] [2091/3547] Forecasting MSFD...
[2025-12-04T20:40:54.107990] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-04T20:40:54.108023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-04T20:40:54.121482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-04T20:40:54.121918] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-04T20:40:54.122912] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-04T20:40:54.122964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:54.122996] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:54.123042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:54.123101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:54.183119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:54.184327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:54.184427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:54.184459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:54.306139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:54.306363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:54.306406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:54.306433] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:54.310529] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-04T20:40:54.310852] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-04T20:40:54.311011] [INFO ] [sig       ] MSFD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:54.454230] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSFD.txt
[2025-12-04T20:40:54.454446] [INFO ] [sig       ] [2091/3547] Completed MSFD in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:54.454486] [INFO ] [sig       ] [2092/3547] Forecasting MSFL...
[2025-12-04T20:40:54.454512] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-04T20:40:54.454542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-04T20:40:54.468075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-04T20:40:54.468611] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-04T20:40:54.469443] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-04T20:40:54.469494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:54.469524] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:54.469548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:54.469621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:54.525047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:54.525964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:54.526047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:54.526079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:54.648419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:54.648600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:54.648641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:54.648669] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:54.652049] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2025-12-04T20:40:54.652399] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-04T20:40:54.652535] [INFO ] [sig       ] MSFL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:54.790012] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSFL.txt
[2025-12-04T20:40:54.790134] [INFO ] [sig       ] [2092/3547] Completed MSFL in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:54.790170] [INFO ] [sig       ] [2093/3547] Forecasting MSGE...
[2025-12-04T20:40:54.790197] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-04T20:40:54.790226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-04T20:40:54.801236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-04T20:40:54.801493] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-04T20:40:54.802283] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-04T20:40:54.802333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:54.802363] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:54.802387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:54.802439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:54.860773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:54.862068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:54.862178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:54.862214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:54.986431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:54.986675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:54.986722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:54.986751] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:54.990538] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-04T20:40:54.990855] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-04T20:40:54.990986] [INFO ] [sig       ] MSGE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:55.136216] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MSGE.txt
[2025-12-04T20:40:55.136416] [INFO ] [sig       ] [2093/3547] Completed MSGE in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:55.136460] [INFO ] [sig       ] [2094/3547] Forecasting MSGM...
[2025-12-04T20:40:55.136498] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-04T20:40:55.136532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-04T20:40:55.149425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-04T20:40:55.149813] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-04T20:40:55.150621] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-04T20:40:55.150680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:55.150710] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:55.150735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:55.150789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:55.206240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:55.206906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:55.206985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:55.207015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:55.319202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:55.319367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:55.319407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:55.319434] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:55.322841] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-04T20:40:55.323128] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-04T20:40:55.323250] [INFO ] [sig       ] MSGM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:55.506263] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSGM.txt
[2025-12-04T20:40:55.506402] [INFO ] [sig       ] [2094/3547] Completed MSGM in 0.4s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:55.506440] [INFO ] [sig       ] [2095/3547] Forecasting MSGS...
[2025-12-04T20:40:55.506468] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-04T20:40:55.506504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-04T20:40:55.519780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-04T20:40:55.520409] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-04T20:40:55.521324] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-04T20:40:55.521376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:55.521408] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:55.521434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:55.521490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:55.578047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:55.579265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:55.579362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:55.579393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:55.701103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:55.701340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:55.701387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:55.701415] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:55.705352] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-04T20:40:55.705725] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-04T20:40:55.705882] [INFO ] [sig       ] MSGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:55.850155] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MSGS.txt
[2025-12-04T20:40:55.850369] [INFO ] [sig       ] [2095/3547] Completed MSGS in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:55.850409] [INFO ] [sig       ] [2096/3547] Forecasting MSI...
[2025-12-04T20:40:55.850437] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-04T20:40:55.850468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-04T20:40:55.863749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-04T20:40:55.864122] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-04T20:40:55.865002] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-04T20:40:55.865101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:55.865136] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:55.865162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:55.865217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:55.921101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:55.922040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:55.922131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:55.922161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:56.040819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:56.041058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:56.041105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:56.041132] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:56.045134] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-04T20:40:56.045512] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-04T20:40:56.045684] [INFO ] [sig       ] MSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:56.185810] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MSI.txt
[2025-12-04T20:40:56.186014] [INFO ] [sig       ] [2096/3547] Completed MSI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-04T20:40:56.186054] [INFO ] [sig       ] [2097/3547] Forecasting MSM...
[2025-12-04T20:40:56.186082] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-04T20:40:56.186112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-04T20:40:56.198849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-04T20:40:56.199264] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-04T20:40:56.200135] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-04T20:40:56.200184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:56.200214] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:56.200240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:56.200294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:56.256093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:56.257192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:56.257331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:56.257362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:56.375034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:56.375266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:56.375311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:56.375338] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:56.379205] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-04T20:40:56.379562] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-04T20:40:56.379729] [INFO ] [sig       ] MSM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:56.528515] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MSM.txt
[2025-12-04T20:40:56.528759] [INFO ] [sig       ] [2097/3547] Completed MSM in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-04T20:40:56.528803] [INFO ] [sig       ] [2098/3547] Forecasting MSTX...
[2025-12-04T20:40:56.528832] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-04T20:40:56.528863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-04T20:40:56.542509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-04T20:40:56.543076] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-04T20:40:56.543999] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-04T20:40:56.544050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:56.544083] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:56.544109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:56.544166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:56.603050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:56.604138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:56.604234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:56.604268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:56.731633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:56.731866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:56.731917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:56.731955] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:56.736093] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-12-04T20:40:56.736441] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-04T20:40:56.736613] [INFO ] [sig       ] MSTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:56.876822] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MSTX.txt
[2025-12-04T20:40:56.877032] [INFO ] [sig       ] [2098/3547] Completed MSTX in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-04T20:40:56.877072] [INFO ] [sig       ] [2099/3547] Forecasting MTB...
[2025-12-04T20:40:56.877100] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-04T20:40:56.877131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-04T20:40:56.890787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-04T20:40:56.891245] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-04T20:40:56.892070] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-04T20:40:56.892133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:56.892165] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:56.892190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:56.892243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:56.949733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:56.950634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:56.950725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:56.950758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:57.077995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:57.078148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:57.078186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:57.078214] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:57.081662] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=20.91%)
[2025-12-04T20:40:57.081932] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-04T20:40:57.082055] [INFO ] [sig       ] MTB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:57.220599] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTB.txt
[2025-12-04T20:40:57.220754] [INFO ] [sig       ] [2099/3547] Completed MTB in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-04T20:40:57.220793] [INFO ] [sig       ] [2100/3547] Forecasting MTCH...
[2025-12-04T20:40:57.220822] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-04T20:40:57.220852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-04T20:40:57.232091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-04T20:40:57.232427] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-04T20:40:57.233217] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-04T20:40:57.233268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:57.233298] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:57.233323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:57.233376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:57.289393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:57.290256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:57.290333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:57.290364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:57.412487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:57.412643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:57.412685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:57.412713] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:57.416079] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-04T20:40:57.416341] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-04T20:40:57.416456] [INFO ] [sig       ] MTCH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:57.552850] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTCH.txt
[2025-12-04T20:40:57.553007] [INFO ] [sig       ] [2100/3547] Completed MTCH in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:40:57.553045] [INFO ] [sig       ] [2101/3547] Forecasting MTD...
[2025-12-04T20:40:57.553073] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-04T20:40:57.553102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-04T20:40:57.563989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-04T20:40:57.564257] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-04T20:40:57.565036] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-04T20:40:57.565085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:57.565115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:57.565140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:57.565193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:57.621559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:57.622309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:57.622387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:57.622421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:57.751442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:57.751624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:57.751674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:57.751702] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:57.755107] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-12-04T20:40:57.755400] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-04T20:40:57.755533] [INFO ] [sig       ] MTD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:57.923214] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MTD.txt
[2025-12-04T20:40:57.923378] [INFO ] [sig       ] [2101/3547] Completed MTD in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:40:57.923418] [INFO ] [sig       ] [2102/3547] Forecasting MTEN...
[2025-12-04T20:40:57.923447] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-04T20:40:57.923477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-04T20:40:57.934826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-04T20:40:57.935172] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-04T20:40:57.935977] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-04T20:40:57.936028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:57.936058] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:57.936085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:57.936139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:57.995730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:57.997038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:57.997141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:57.997173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:58.134734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:58.134961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:58.135008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:58.135037] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:58.139635] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-04T20:40:58.140071] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-04T20:40:58.140315] [INFO ] [sig       ] MTEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:58.279765] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTEN.txt
[2025-12-04T20:40:58.279948] [INFO ] [sig       ] [2102/3547] Completed MTEN in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:40:58.279989] [INFO ] [sig       ] [2103/3547] Forecasting MTG...
[2025-12-04T20:40:58.280018] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-04T20:40:58.280053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-04T20:40:58.293002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-04T20:40:58.293381] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-04T20:40:58.294270] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-04T20:40:58.294323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:58.294356] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:58.294383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:58.294439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:58.351695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:58.352762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:58.352854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:58.352885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:58.475605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:58.475850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:58.475897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:58.475925] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:58.479774] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=24.34%)
[2025-12-04T20:40:58.480090] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-04T20:40:58.480223] [INFO ] [sig       ] MTG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:58.619959] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTG.txt
[2025-12-04T20:40:58.620164] [INFO ] [sig       ] [2103/3547] Completed MTG in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:40:58.620204] [INFO ] [sig       ] [2104/3547] Forecasting MTH...
[2025-12-04T20:40:58.620235] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-04T20:40:58.620265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-04T20:40:58.633554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-04T20:40:58.634162] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-04T20:40:58.635123] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-04T20:40:58.635204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:58.635274] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:58.635300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:58.635359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:58.695907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:58.697036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:58.697131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:58.697164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:58.815494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:58.815735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:58.815780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:58.815809] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:58.819711] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-04T20:40:58.820067] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-04T20:40:58.820215] [INFO ] [sig       ] MTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:58.960653] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTH.txt
[2025-12-04T20:40:58.960866] [INFO ] [sig       ] [2104/3547] Completed MTH in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:40:58.960906] [INFO ] [sig       ] [2105/3547] Forecasting MTLS...
[2025-12-04T20:40:58.960934] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-04T20:40:58.960962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-04T20:40:58.973817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-04T20:40:58.974303] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-04T20:40:58.975117] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-04T20:40:58.975169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:58.975199] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:58.975224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:58.975278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:59.033611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:59.034493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:59.034594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:59.034629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:59.151791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:59.151954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:59.151999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:59.152025] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:59.155509] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-04T20:40:59.155834] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-04T20:40:59.155962] [INFO ] [sig       ] MTLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:40:59.298563] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTLS.txt
[2025-12-04T20:40:59.298736] [INFO ] [sig       ] [2105/3547] Completed MTLS in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:40:59.298773] [INFO ] [sig       ] [2106/3547] Forecasting MTN...
[2025-12-04T20:40:59.298801] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-04T20:40:59.298828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-04T20:40:59.313450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-04T20:40:59.313992] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-04T20:40:59.314953] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-04T20:40:59.315007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:59.315041] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:59.315067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:59.315123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:59.374839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:59.376146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:59.376248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:59.376280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:59.503843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:59.504120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:59.504184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:59.504221] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:59.508174] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-04T20:40:59.508532] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-04T20:40:59.508708] [INFO ] [sig       ] MTN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:40:59.655074] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MTN.txt
[2025-12-04T20:40:59.655263] [INFO ] [sig       ] [2106/3547] Completed MTN in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:40:59.655304] [INFO ] [sig       ] [2107/3547] Forecasting MTRN...
[2025-12-04T20:40:59.655332] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-04T20:40:59.655363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-04T20:40:59.668569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-04T20:40:59.668924] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-04T20:40:59.669875] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-04T20:40:59.669929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:40:59.669961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:40:59.669988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:40:59.670045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:40:59.729310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:40:59.730492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:40:59.730617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:40:59.730651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:40:59.856088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:40:59.856315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:40:59.856361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:40:59.856438] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:40:59.860247] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-04T20:40:59.860547] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-04T20:40:59.860733] [INFO ] [sig       ] MTRN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:00.002501] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTRN.txt
[2025-12-04T20:41:00.002714] [INFO ] [sig       ] [2107/3547] Completed MTRN in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:41:00.002766] [INFO ] [sig       ] [2108/3547] Forecasting MTRX...
[2025-12-04T20:41:00.002796] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-04T20:41:00.002828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-04T20:41:00.017435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-04T20:41:00.018096] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-04T20:41:00.019148] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-04T20:41:00.019204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:00.019238] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:00.019263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:00.019320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:00.078098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:00.079325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:00.079438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:00.079475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:00.204377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:00.204618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:00.204663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:00.204692] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:00.208692] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=33.02%)
[2025-12-04T20:41:00.208992] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-04T20:41:00.209129] [INFO ] [sig       ] MTRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:00.349188] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTRX.txt
[2025-12-04T20:41:00.349360] [INFO ] [sig       ] [2108/3547] Completed MTRX in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:41:00.349399] [INFO ] [sig       ] [2109/3547] Forecasting MTSI...
[2025-12-04T20:41:00.349427] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-04T20:41:00.349458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-04T20:41:00.362748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-04T20:41:00.363184] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-04T20:41:00.364078] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-04T20:41:00.364130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:00.364162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:00.364188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:00.364246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:00.421786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:00.422724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:00.422816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:00.422851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:00.552958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:00.553134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:00.553184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:00.553213] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:00.556780] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-04T20:41:00.557063] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-04T20:41:00.557186] [INFO ] [sig       ] MTSI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:00.715676] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MTSI.txt
[2025-12-04T20:41:00.715909] [INFO ] [sig       ] [2109/3547] Completed MTSI in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:41:00.715953] [INFO ] [sig       ] [2110/3547] Forecasting MTX...
[2025-12-04T20:41:00.715982] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-04T20:41:00.716016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-04T20:41:00.729443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-04T20:41:00.730010] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-04T20:41:00.730955] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-04T20:41:00.731010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:00.731041] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:00.731066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:00.731123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:00.787220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:00.788443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:00.788546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:00.788595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:00.905853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:00.906074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:00.906117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:00.906146] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:00.910325] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2025-12-04T20:41:00.910767] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-04T20:41:00.910932] [INFO ] [sig       ] MTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:01.069327] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MTX.txt
[2025-12-04T20:41:01.069540] [INFO ] [sig       ] [2110/3547] Completed MTX in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:41:01.069610] [INFO ] [sig       ] [2111/3547] Forecasting MTZ...
[2025-12-04T20:41:01.069641] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-04T20:41:01.069673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-04T20:41:01.084169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-04T20:41:01.084672] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-04T20:41:01.085590] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-04T20:41:01.085644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:01.085677] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:01.085703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:01.085761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:01.145533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:01.146663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:01.146772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:01.146804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:01.275094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:01.275316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:01.275388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:01.275417] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:01.279147] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-12-04T20:41:01.279440] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-04T20:41:01.279587] [INFO ] [sig       ] MTZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:01.417851] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MTZ.txt
[2025-12-04T20:41:01.418046] [INFO ] [sig       ] [2111/3547] Completed MTZ in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:41:01.418088] [INFO ] [sig       ] [2112/3547] Forecasting MUA...
[2025-12-04T20:41:01.418116] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-04T20:41:01.418147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-04T20:41:01.430920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-04T20:41:01.431303] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-04T20:41:01.432208] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-04T20:41:01.432259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:01.432291] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:01.432317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:01.432374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:01.489346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:01.490366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:01.490460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:01.490492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:01.619105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:01.619286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:01.619334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:01.619363] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:01.623334] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-04T20:41:01.623675] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-04T20:41:01.623839] [INFO ] [sig       ] MUA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:01.777545] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MUA.txt
[2025-12-04T20:41:01.777753] [INFO ] [sig       ] [2112/3547] Completed MUA in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:41:01.777806] [INFO ] [sig       ] [2113/3547] Forecasting MUC...
[2025-12-04T20:41:01.777847] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-04T20:41:01.777880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-04T20:41:01.790279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-04T20:41:01.790723] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-04T20:41:01.791606] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-04T20:41:01.791667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:01.791705] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:01.791740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:01.791813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:01.849688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:01.850605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:01.850688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:01.850719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:01.972011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:01.972179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:01.972217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:01.972244] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:01.975537] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=30.05%)
[2025-12-04T20:41:01.975834] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-04T20:41:01.975957] [INFO ] [sig       ] MUC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:02.118719] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MUC.txt
[2025-12-04T20:41:02.118864] [INFO ] [sig       ] [2113/3547] Completed MUC in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-04T20:41:02.118901] [INFO ] [sig       ] [2114/3547] Forecasting MUE...
[2025-12-04T20:41:02.118929] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-04T20:41:02.118959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-04T20:41:02.130754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-04T20:41:02.131159] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-04T20:41:02.132116] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-04T20:41:02.132176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:02.132215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:02.132248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:02.132324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:02.190460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:02.191468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:02.191628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:02.191689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:02.313440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:02.313626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:02.313669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:02.313698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:02.317128] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-04T20:41:02.317398] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-04T20:41:02.317519] [INFO ] [sig       ] MUE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:02.455859] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MUE.txt
[2025-12-04T20:41:02.456014] [INFO ] [sig       ] [2114/3547] Completed MUE in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-04T20:41:02.456053] [INFO ] [sig       ] [2115/3547] Forecasting MUFG...
[2025-12-04T20:41:02.456084] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-04T20:41:02.456113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-04T20:41:02.467675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-04T20:41:02.467939] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-04T20:41:02.468726] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-04T20:41:02.468776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:02.468817] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:02.468844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:02.468897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:02.524265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:02.525059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:02.525137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:02.525167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:02.645232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:02.645417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:02.645471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:02.645507] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:02.650084] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-04T20:41:02.650485] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-04T20:41:02.650690] [INFO ] [sig       ] MUFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:02.796187] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MUFG.txt
[2025-12-04T20:41:02.796347] [INFO ] [sig       ] [2115/3547] Completed MUFG in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-04T20:41:02.796385] [INFO ] [sig       ] [2116/3547] Forecasting MUJ...
[2025-12-04T20:41:02.796412] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-04T20:41:02.796439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-04T20:41:02.807954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-04T20:41:02.808300] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-04T20:41:02.809102] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-04T20:41:02.809154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:02.809187] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:02.809211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:02.809264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:02.868413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:02.869261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:02.869342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:02.869373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:02.986321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:02.986488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:02.986527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:02.986555] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:02.989908] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-12-04T20:41:02.990184] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-04T20:41:02.990308] [INFO ] [sig       ] MUJ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:03.125247] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MUJ.txt
[2025-12-04T20:41:03.125375] [INFO ] [sig       ] [2116/3547] Completed MUJ in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-04T20:41:03.125412] [INFO ] [sig       ] [2117/3547] Forecasting MURA...
[2025-12-04T20:41:03.125439] [INFO ] [sig       ] Generating forecast for: MURA
[2025-12-04T20:41:03.125469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'.
[2025-12-04T20:41:03.136612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MURA'.
[2025-12-04T20:41:03.136909] [INFO ] [FORECASTER] Starting predict_future for MURA
[2025-12-04T20:41:03.137675] [DEBUG] [LOCAL     ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt
[2025-12-04T20:41:03.137726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:03.137756] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:03.137782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:03.137835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:03.192419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:03.193202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:03.193280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:03.193311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:03.313773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:03.313918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:03.313957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:03.313983] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:03.317407] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-04T20:41:03.317700] [INFO ] [FORECASTER] Completed predict_future for MURA
[2025-12-04T20:41:03.317825] [INFO ] [sig       ] MURA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:03.455134] [INFO ] [LOCAL     ] Saved forecast: MURA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MURA.txt
[2025-12-04T20:41:03.455296] [INFO ] [sig       ] [2117/3547] Completed MURA in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-04T20:41:03.455333] [INFO ] [sig       ] [2118/3547] Forecasting MUSA...
[2025-12-04T20:41:03.455361] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-04T20:41:03.455388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-04T20:41:03.467673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-04T20:41:03.468081] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-04T20:41:03.468981] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-04T20:41:03.469032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:03.469068] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:03.469098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:03.469164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:03.527379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:03.528377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:03.528466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:03.528496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:03.656407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:03.656602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:03.656651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:03.656682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:03.660141] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-04T20:41:03.660415] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-04T20:41:03.660542] [INFO ] [sig       ] MUSA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:03.806967] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MUSA.txt
[2025-12-04T20:41:03.807132] [INFO ] [sig       ] [2118/3547] Completed MUSA in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:03.807173] [INFO ] [sig       ] [2119/3547] Forecasting MUX...
[2025-12-04T20:41:03.807209] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-04T20:41:03.807238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-04T20:41:03.822499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-04T20:41:03.822980] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-04T20:41:03.823989] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-04T20:41:03.824054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:03.824099] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:03.824139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:03.824229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:03.889101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:03.889999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:03.890084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:03.890116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:04.016261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:04.016418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:04.016459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:04.016487] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:04.019960] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-04T20:41:04.020296] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-04T20:41:04.020429] [INFO ] [sig       ] MUX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:04.163590] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MUX.txt
[2025-12-04T20:41:04.163758] [INFO ] [sig       ] [2119/3547] Completed MUX in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:04.163797] [INFO ] [sig       ] [2120/3547] Forecasting MVBF...
[2025-12-04T20:41:04.163824] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-04T20:41:04.163854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-04T20:41:04.178705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-04T20:41:04.179304] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-04T20:41:04.180249] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-04T20:41:04.180304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:04.180336] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:04.180362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:04.180418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:04.241531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:04.242727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:04.242827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:04.242861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:04.360387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:04.360639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:04.360685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:04.360715] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:04.364511] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-12-04T20:41:04.364911] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-04T20:41:04.365087] [INFO ] [sig       ] MVBF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:04.506146] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MVBF.txt
[2025-12-04T20:41:04.506344] [INFO ] [sig       ] [2120/3547] Completed MVBF in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:04.506388] [INFO ] [sig       ] [2121/3547] Forecasting MVF...
[2025-12-04T20:41:04.506419] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-04T20:41:04.506454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-04T20:41:04.519151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-04T20:41:04.519670] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-04T20:41:04.520516] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-04T20:41:04.520567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:04.520688] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:04.520717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:04.520774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:04.578679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:04.579882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:04.579982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:04.580015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:04.701779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:04.701940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:04.701984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:04.702012] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:04.705454] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-04T20:41:04.705743] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-04T20:41:04.705870] [INFO ] [sig       ] MVF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:04.846622] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MVF.txt
[2025-12-04T20:41:04.846753] [INFO ] [sig       ] [2121/3547] Completed MVF in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:04.846792] [INFO ] [sig       ] [2122/3547] Forecasting MVO...
[2025-12-04T20:41:04.846822] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-04T20:41:04.846851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-04T20:41:04.861928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-04T20:41:04.862216] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-04T20:41:04.863046] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-04T20:41:04.863108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:04.863151] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:04.863184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:04.863242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:04.924036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:04.924754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:04.924840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:04.924874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:05.046248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:05.046391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:05.046428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:05.046473] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:05.049841] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-04T20:41:05.050121] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-04T20:41:05.050287] [INFO ] [sig       ] MVO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:05.193647] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MVO.txt
[2025-12-04T20:41:05.193768] [INFO ] [sig       ] [2122/3547] Completed MVO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:05.193804] [INFO ] [sig       ] [2123/3547] Forecasting MWA...
[2025-12-04T20:41:05.193831] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-04T20:41:05.193860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-04T20:41:05.205405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-04T20:41:05.205692] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-04T20:41:05.206479] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-04T20:41:05.206531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:05.206564] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:05.206625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:05.206683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:05.264883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:05.265530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:05.265626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:05.265659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:05.382325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:05.382481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:05.382522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:05.382550] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:05.386018] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2025-12-04T20:41:05.386294] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-04T20:41:05.386416] [INFO ] [sig       ] MWA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:05.530329] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MWA.txt
[2025-12-04T20:41:05.530482] [INFO ] [sig       ] [2123/3547] Completed MWA in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:05.530518] [INFO ] [sig       ] [2124/3547] Forecasting MX...
[2025-12-04T20:41:05.530547] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-04T20:41:05.530600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-04T20:41:05.565602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-04T20:41:05.565972] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-04T20:41:05.566765] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-04T20:41:05.566815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:05.566844] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:05.566869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:05.566922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:05.622203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:05.622985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:05.623063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:05.623101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:05.744139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:05.744296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:05.744334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:05.744362] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:05.748137] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-04T20:41:05.748470] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-04T20:41:05.748625] [INFO ] [sig       ] MX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:05.889290] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MX.txt
[2025-12-04T20:41:05.889445] [INFO ] [sig       ] [2124/3547] Completed MX in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:05.889485] [INFO ] [sig       ] [2125/3547] Forecasting MXF...
[2025-12-04T20:41:05.889514] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-04T20:41:05.889543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-04T20:41:05.901152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-04T20:41:05.901519] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-04T20:41:05.902316] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-04T20:41:05.902367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:05.902399] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:05.902425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:05.902481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:05.959057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:05.959895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:05.959975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:05.960007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:06.085634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:06.085792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:06.085831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:06.085858] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:06.089232] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-04T20:41:06.089515] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-04T20:41:06.089654] [INFO ] [sig       ] MXF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:06.229408] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MXF.txt
[2025-12-04T20:41:06.229590] [INFO ] [sig       ] [2125/3547] Completed MXF in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:06.229630] [INFO ] [sig       ] [2126/3547] Forecasting MXL...
[2025-12-04T20:41:06.229659] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-04T20:41:06.229689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-04T20:41:06.242827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-04T20:41:06.243227] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-04T20:41:06.244104] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-04T20:41:06.244154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:06.244185] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:06.244210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:06.244282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:06.304712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:06.305948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:06.306043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:06.306075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:06.428599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:06.428826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:06.428870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:06.428898] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:06.432745] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-04T20:41:06.433043] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-04T20:41:06.433176] [INFO ] [sig       ] MXL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:06.572478] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MXL.txt
[2025-12-04T20:41:06.572683] [INFO ] [sig       ] [2126/3547] Completed MXL in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:06.572726] [INFO ] [sig       ] [2127/3547] Forecasting MYE...
[2025-12-04T20:41:06.572754] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-04T20:41:06.572784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-04T20:41:06.586792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-04T20:41:06.587197] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-04T20:41:06.588064] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-04T20:41:06.588115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:06.588144] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:06.588169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:06.588223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:06.645219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:06.646304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:06.646397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:06.646429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:06.769477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:06.769723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:06.769767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:06.769794] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:06.773494] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-04T20:41:06.773801] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-04T20:41:06.773941] [INFO ] [sig       ] MYE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:06.913131] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MYE.txt
[2025-12-04T20:41:06.913341] [INFO ] [sig       ] [2127/3547] Completed MYE in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:06.913388] [INFO ] [sig       ] [2128/3547] Forecasting MYGN...
[2025-12-04T20:41:06.913417] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-04T20:41:06.913447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-04T20:41:06.927746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-04T20:41:06.928238] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-04T20:41:06.929206] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-04T20:41:06.929271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:06.929304] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:06.929330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:06.929385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:06.990288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:06.991259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:06.991346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:06.991377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:07.115971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:07.116133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:07.116173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:07.116199] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:07.119728] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-04T20:41:07.119997] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-04T20:41:07.120132] [INFO ] [sig       ] MYGN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:07.269460] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MYGN.txt
[2025-12-04T20:41:07.269614] [INFO ] [sig       ] [2128/3547] Completed MYGN in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:07.269654] [INFO ] [sig       ] [2129/3547] Forecasting MYI...
[2025-12-04T20:41:07.269684] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-04T20:41:07.269713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-04T20:41:07.282667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-04T20:41:07.282998] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-04T20:41:07.283808] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-04T20:41:07.283870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:07.283909] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:07.283936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:07.283992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:07.345392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:07.346183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:07.346264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:07.346297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:07.472873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:07.473032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:07.473074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:07.473101] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:07.476825] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-04T20:41:07.477112] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-04T20:41:07.477243] [INFO ] [sig       ] MYI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:07.628856] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MYI.txt
[2025-12-04T20:41:07.629027] [INFO ] [sig       ] [2129/3547] Completed MYI in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:07.629084] [INFO ] [sig       ] [2130/3547] Forecasting MYN...
[2025-12-04T20:41:07.629130] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-04T20:41:07.629172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-04T20:41:07.649846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-04T20:41:07.650168] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-04T20:41:07.650980] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-04T20:41:07.651030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:07.651060] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:07.651085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:07.651139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:07.713746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:07.714451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:07.714544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:07.714594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:07.846405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:07.846598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:07.846641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:07.846667] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:07.850499] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-04T20:41:07.850815] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-04T20:41:07.850943] [INFO ] [sig       ] MYN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:08.001989] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/MYN.txt
[2025-12-04T20:41:08.002158] [INFO ] [sig       ] [2130/3547] Completed MYN in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-04T20:41:08.002215] [INFO ] [sig       ] [2131/3547] Forecasting MYRG...
[2025-12-04T20:41:08.002256] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-04T20:41:08.002294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-04T20:41:08.015777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-04T20:41:08.016130] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-04T20:41:08.016994] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-04T20:41:08.017046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:08.017076] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:08.017103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:08.017160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:08.078484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:08.079226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:08.079306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:08.079337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:08.203368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:08.203522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:08.203562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:08.203608] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:08.207023] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-04T20:41:08.207295] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-04T20:41:08.207425] [INFO ] [sig       ] MYRG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:08.355109] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/MYRG.txt
[2025-12-04T20:41:08.355253] [INFO ] [sig       ] [2131/3547] Completed MYRG in 0.4s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-04T20:41:08.355297] [INFO ] [sig       ] [2132/3547] Forecasting NA...
[2025-12-04T20:41:08.355327] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-04T20:41:08.355356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-04T20:41:08.369109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-04T20:41:08.369639] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-04T20:41:08.370649] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-04T20:41:08.370707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:08.370741] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:08.370769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:08.370827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:08.427828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:08.428983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:08.429084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:08.429115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:08.550026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:08.550254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:08.550300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:08.550328] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:08.554091] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-12-04T20:41:08.554389] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-04T20:41:08.554519] [INFO ] [sig       ] NA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:08.691991] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NA.txt
[2025-12-04T20:41:08.692174] [INFO ] [sig       ] [2132/3547] Completed NA in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-04T20:41:08.692214] [INFO ] [sig       ] [2133/3547] Forecasting NAAS...
[2025-12-04T20:41:08.692243] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-04T20:41:08.692272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-04T20:41:08.705944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-04T20:41:08.706388] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-04T20:41:08.707260] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-04T20:41:08.707316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:08.707347] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:08.707373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:08.707428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:08.769979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:08.770839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:08.770924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:08.770956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:08.900075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:08.900242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:08.900284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:08.900310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:08.903928] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: DOWN (p=42.61%)
[2025-12-04T20:41:08.904223] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-04T20:41:08.904346] [INFO ] [sig       ] NAAS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:09.060996] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NAAS.txt
[2025-12-04T20:41:09.061154] [INFO ] [sig       ] [2133/3547] Completed NAAS in 0.4s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-04T20:41:09.061192] [INFO ] [sig       ] [2134/3547] Forecasting NABL...
[2025-12-04T20:41:09.061223] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-04T20:41:09.061253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-04T20:41:09.072612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-04T20:41:09.073038] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-04T20:41:09.073853] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-04T20:41:09.073903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:09.073952] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:09.073998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:09.074062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:09.130862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:09.131776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:09.131860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:09.131892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:09.247994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:09.248152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:09.248192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:09.248221] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:09.251616] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-04T20:41:09.251883] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-04T20:41:09.252002] [INFO ] [sig       ] NABL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:09.389153] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NABL.txt
[2025-12-04T20:41:09.389300] [INFO ] [sig       ] [2134/3547] Completed NABL in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-04T20:41:09.389371] [INFO ] [sig       ] [2135/3547] Forecasting NAC...
[2025-12-04T20:41:09.389401] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-04T20:41:09.389428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-04T20:41:09.401353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-04T20:41:09.401703] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-04T20:41:09.402481] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-04T20:41:09.402531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:09.402561] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:09.402605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:09.402659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:09.460345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:09.461030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:09.461113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:09.461146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:09.580786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:09.580944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:09.581001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:09.581030] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:09.584301] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-04T20:41:09.584568] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-04T20:41:09.584707] [INFO ] [sig       ] NAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:09.720245] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NAC.txt
[2025-12-04T20:41:09.720380] [INFO ] [sig       ] [2135/3547] Completed NAC in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-04T20:41:09.720415] [INFO ] [sig       ] [2136/3547] Forecasting NAD...
[2025-12-04T20:41:09.720442] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-04T20:41:09.720472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-04T20:41:09.731611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-04T20:41:09.731914] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-04T20:41:09.732686] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-04T20:41:09.732736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:09.732765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:09.732789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:09.732842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:09.787295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:09.787923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:09.787999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:09.788029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:09.906163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:09.906322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:09.906361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:09.906387] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:09.909688] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-04T20:41:09.909951] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-04T20:41:09.910068] [INFO ] [sig       ] NAD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:10.056202] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NAD.txt
[2025-12-04T20:41:10.056409] [INFO ] [sig       ] [2136/3547] Completed NAD in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:10.056461] [INFO ] [sig       ] [2137/3547] Forecasting NAMS...
[2025-12-04T20:41:10.056491] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-04T20:41:10.056521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-04T20:41:10.070244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-04T20:41:10.070816] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-04T20:41:10.071759] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-04T20:41:10.071812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:10.071843] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:10.071871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:10.071929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:10.130021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:10.131160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:10.131285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:10.131320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:10.254299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:10.254542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:10.254616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:10.254648] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:10.258935] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-04T20:41:10.259289] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-04T20:41:10.259437] [INFO ] [sig       ] NAMS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:10.400785] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NAMS.txt
[2025-12-04T20:41:10.400986] [INFO ] [sig       ] [2137/3547] Completed NAMS in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:10.401027] [INFO ] [sig       ] [2138/3547] Forecasting NATH...
[2025-12-04T20:41:10.401056] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-04T20:41:10.401091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-04T20:41:10.413883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-04T20:41:10.414296] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-04T20:41:10.415090] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-04T20:41:10.415141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:10.415171] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:10.415246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:10.415302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:10.470358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:10.471211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:10.471298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:10.471329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:10.582650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:10.582807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:10.582847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:10.582873] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:10.586184] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-04T20:41:10.586444] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-04T20:41:10.586562] [INFO ] [sig       ] NATH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:10.724112] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NATH.txt
[2025-12-04T20:41:10.724298] [INFO ] [sig       ] [2138/3547] Completed NATH in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:10.724355] [INFO ] [sig       ] [2139/3547] Forecasting NATL...
[2025-12-04T20:41:10.724388] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-04T20:41:10.724419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-04T20:41:10.735978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-04T20:41:10.736357] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-04T20:41:10.737206] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-04T20:41:10.737264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:10.737310] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:10.737337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:10.737393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:10.796432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:10.797315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:10.797401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:10.797434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:10.922989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:10.923160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:10.923205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:10.923235] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:10.926856] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-04T20:41:10.927193] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-04T20:41:10.927357] [INFO ] [sig       ] NATL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:11.079584] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NATL.txt
[2025-12-04T20:41:11.079739] [INFO ] [sig       ] [2139/3547] Completed NATL in 0.4s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:11.079777] [INFO ] [sig       ] [2140/3547] Forecasting NAVI...
[2025-12-04T20:41:11.079804] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-04T20:41:11.079834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-04T20:41:11.091771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-04T20:41:11.092054] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-04T20:41:11.092854] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-04T20:41:11.092905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:11.092936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:11.092964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:11.093020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:11.151096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:11.151947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:11.152026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:11.152060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:11.277046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:11.277202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:11.277245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:11.277273] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:11.280863] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-04T20:41:11.281192] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-04T20:41:11.281331] [INFO ] [sig       ] NAVI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:11.423875] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NAVI.txt
[2025-12-04T20:41:11.424027] [INFO ] [sig       ] [2140/3547] Completed NAVI in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:11.424066] [INFO ] [sig       ] [2141/3547] Forecasting NAZ...
[2025-12-04T20:41:11.424096] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-04T20:41:11.424129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-04T20:41:11.437441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-04T20:41:11.437759] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-04T20:41:11.438608] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-04T20:41:11.438659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:11.438691] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:11.438717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:11.438773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:11.497273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:11.497972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:11.498050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:11.498083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:11.602852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:11.602998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:11.603036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:11.603065] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:11.606513] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-04T20:41:11.606803] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-04T20:41:11.606926] [INFO ] [sig       ] NAZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:11.748885] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NAZ.txt
[2025-12-04T20:41:11.749063] [INFO ] [sig       ] [2141/3547] Completed NAZ in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:11.749108] [INFO ] [sig       ] [2142/3547] Forecasting NB...
[2025-12-04T20:41:11.749139] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-04T20:41:11.749169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-04T20:41:11.760307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-04T20:41:11.760685] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-04T20:41:11.761461] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-04T20:41:11.761512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:11.761543] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:11.761570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:11.761653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:11.823012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:11.823982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:11.824065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:11.824099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:11.939218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:11.939374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:11.939414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:11.939443] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:11.942863] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-12-04T20:41:11.943135] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-04T20:41:11.943260] [INFO ] [sig       ] NB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:12.081510] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NB.txt
[2025-12-04T20:41:12.081690] [INFO ] [sig       ] [2142/3547] Completed NB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:12.081729] [INFO ] [sig       ] [2143/3547] Forecasting NBB...
[2025-12-04T20:41:12.081764] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-04T20:41:12.081792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-04T20:41:12.094491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-04T20:41:12.095149] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-04T20:41:12.096109] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-04T20:41:12.096165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:12.096196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:12.096221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:12.096277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:12.154494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:12.155646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:12.155742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:12.155775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:12.275534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:12.275777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:12.275822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:12.275849] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:12.279626] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-04T20:41:12.279942] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-04T20:41:12.280074] [INFO ] [sig       ] NBB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:12.423019] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NBB.txt
[2025-12-04T20:41:12.423221] [INFO ] [sig       ] [2143/3547] Completed NBB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:12.423262] [INFO ] [sig       ] [2144/3547] Forecasting NBBK...
[2025-12-04T20:41:12.423291] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-04T20:41:12.423328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-04T20:41:12.437094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-04T20:41:12.437459] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-04T20:41:12.438309] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-04T20:41:12.438361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:12.438392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:12.438418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:12.438474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:12.503785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:12.504941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:12.505048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:12.505102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:12.635213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:12.635373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:12.635414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:12.635441] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:12.638881] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-04T20:41:12.639160] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-04T20:41:12.639285] [INFO ] [sig       ] NBBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:12.778454] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NBBK.txt
[2025-12-04T20:41:12.778622] [INFO ] [sig       ] [2144/3547] Completed NBBK in 0.4s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:12.778662] [INFO ] [sig       ] [2145/3547] Forecasting NBHC...
[2025-12-04T20:41:12.778690] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-04T20:41:12.778718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-04T20:41:12.792557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-04T20:41:12.793152] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-04T20:41:12.794169] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-04T20:41:12.794223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:12.794256] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:12.794284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:12.794343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:12.852109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:12.853544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:12.853688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:12.853722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:12.970807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:12.971035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:12.971079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:12.971107] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:12.974844] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-04T20:41:12.975225] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-04T20:41:12.975364] [INFO ] [sig       ] NBHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:13.119826] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NBHC.txt
[2025-12-04T20:41:13.120041] [INFO ] [sig       ] [2145/3547] Completed NBHC in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:13.120085] [INFO ] [sig       ] [2146/3547] Forecasting NBIX...
[2025-12-04T20:41:13.120116] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-04T20:41:13.120148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-04T20:41:13.134026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-04T20:41:13.134455] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-04T20:41:13.135389] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-04T20:41:13.135441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:13.135475] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:13.135501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:13.135559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:13.195428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:13.196690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:13.196789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:13.196824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:13.321123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:13.321294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:13.321340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:13.321390] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:13.325110] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-12-04T20:41:13.325484] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-04T20:41:13.325656] [INFO ] [sig       ] NBIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:13.466450] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NBIX.txt
[2025-12-04T20:41:13.466618] [INFO ] [sig       ] [2146/3547] Completed NBIX in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:13.466659] [INFO ] [sig       ] [2147/3547] Forecasting NBN...
[2025-12-04T20:41:13.466687] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-04T20:41:13.466716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-04T20:41:13.480275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-04T20:41:13.480565] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-04T20:41:13.481322] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-04T20:41:13.481375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:13.481406] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:13.481431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:13.481485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:13.541550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:13.542298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:13.542385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:13.542417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:13.661832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:13.661983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:13.662022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:13.662049] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:13.665362] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-04T20:41:13.665656] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-04T20:41:13.665771] [INFO ] [sig       ] NBN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:13.806763] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NBN.txt
[2025-12-04T20:41:13.806913] [INFO ] [sig       ] [2147/3547] Completed NBN in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:13.806953] [INFO ] [sig       ] [2148/3547] Forecasting NBTB...
[2025-12-04T20:41:13.806982] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-04T20:41:13.807018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-04T20:41:13.819131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-04T20:41:13.819446] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-04T20:41:13.820230] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-04T20:41:13.820280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:13.820309] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:13.820336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:13.820394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:13.877985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:13.878708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:13.878786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:13.878833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:14.002827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:14.002983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:14.003021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:14.003047] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:14.006321] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-04T20:41:14.006596] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-04T20:41:14.006713] [INFO ] [sig       ] NBTB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:14.145291] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NBTB.txt
[2025-12-04T20:41:14.145412] [INFO ] [sig       ] [2148/3547] Completed NBTB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-04T20:41:14.145448] [INFO ] [sig       ] [2149/3547] Forecasting NBXG...
[2025-12-04T20:41:14.145475] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-04T20:41:14.145504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-04T20:41:14.157377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-04T20:41:14.157668] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-04T20:41:14.158465] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-04T20:41:14.158515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:14.158545] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:14.158595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:14.158658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:14.214771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:14.215346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:14.215418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:14.215448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:14.339552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:14.339769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:14.339816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:14.339846] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:14.343317] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=48.03%)
[2025-12-04T20:41:14.343624] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-04T20:41:14.343753] [INFO ] [sig       ] NBXG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:14.484270] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NBXG.txt
[2025-12-04T20:41:14.484407] [INFO ] [sig       ] [2149/3547] Completed NBXG in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-04T20:41:14.484452] [INFO ] [sig       ] [2150/3547] Forecasting NC...
[2025-12-04T20:41:14.484485] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-04T20:41:14.484513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-04T20:41:14.496020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-04T20:41:14.496341] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-04T20:41:14.497261] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-04T20:41:14.497313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:14.497342] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:14.497367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:14.497432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:14.555986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:14.556981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:14.557090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:14.557123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:14.659783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:14.659944] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:41:14.659985] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:14.660011] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:14.663358] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-04T20:41:14.663636] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-04T20:41:14.663754] [INFO ] [sig       ] NC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:14.805511] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NC.txt
[2025-12-04T20:41:14.805669] [INFO ] [sig       ] [2150/3547] Completed NC in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-04T20:41:14.805707] [INFO ] [sig       ] [2151/3547] Forecasting NCA...
[2025-12-04T20:41:14.805736] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-04T20:41:14.805766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-04T20:41:14.815888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-04T20:41:14.816149] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-04T20:41:14.816923] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-04T20:41:14.816974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:14.817003] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:14.817027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:14.817081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:14.873080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:14.873889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:14.873966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:14.873997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:14.990812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:14.990963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:14.991002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:14.991029] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:14.994330] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-04T20:41:14.994627] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-04T20:41:14.994745] [INFO ] [sig       ] NCA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:15.131256] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NCA.txt
[2025-12-04T20:41:15.131418] [INFO ] [sig       ] [2151/3547] Completed NCA in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-04T20:41:15.131486] [INFO ] [sig       ] [2152/3547] Forecasting NCLH...
[2025-12-04T20:41:15.131514] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-04T20:41:15.131543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-04T20:41:15.143559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-04T20:41:15.143961] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-04T20:41:15.144731] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-04T20:41:15.144794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:15.144825] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:15.144850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:15.144904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:15.202195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:15.203031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:15.203111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:15.203142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:15.325014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:15.325176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:15.325217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:15.325246] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:15.328737] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-12-04T20:41:15.329013] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-04T20:41:15.329139] [INFO ] [sig       ] NCLH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:15.472539] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NCLH.txt
[2025-12-04T20:41:15.472700] [INFO ] [sig       ] [2152/3547] Completed NCLH in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-04T20:41:15.472738] [INFO ] [sig       ] [2153/3547] Forecasting NCMI...
[2025-12-04T20:41:15.472765] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-04T20:41:15.472793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-04T20:41:15.484047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-04T20:41:15.484352] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-04T20:41:15.485144] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-04T20:41:15.485194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:15.485224] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:15.485250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:15.485304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:15.542001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:15.542748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:15.542825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:15.542856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:15.662596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:15.662747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:15.662788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:15.662816] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:15.666182] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-12-04T20:41:15.666453] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-04T20:41:15.666590] [INFO ] [sig       ] NCMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:15.805806] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NCMI.txt
[2025-12-04T20:41:15.805931] [INFO ] [sig       ] [2153/3547] Completed NCMI in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:15.805968] [INFO ] [sig       ] [2154/3547] Forecasting NCNA...
[2025-12-04T20:41:15.805995] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-04T20:41:15.806024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-04T20:41:15.819460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-04T20:41:15.819844] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-04T20:41:15.820695] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-04T20:41:15.820745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:15.820777] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:15.820802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:15.820857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:15.877282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:15.878211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:15.878334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:15.878376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:15.989600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:15.989755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:15.989793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:15.989820] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:15.993164] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-04T20:41:15.993424] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-04T20:41:15.993542] [INFO ] [sig       ] NCNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:16.136138] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NCNA.txt
[2025-12-04T20:41:16.136269] [INFO ] [sig       ] [2154/3547] Completed NCNA in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:16.136306] [INFO ] [sig       ] [2155/3547] Forecasting NCNO...
[2025-12-04T20:41:16.136333] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-04T20:41:16.136362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-04T20:41:16.148073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-04T20:41:16.148473] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-04T20:41:16.149273] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-04T20:41:16.149323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:16.149353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:16.149409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:16.149465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:16.206352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:16.207242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:16.207328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:16.207358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:16.326412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:16.326594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:16.326635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:16.326663] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:16.330061] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-04T20:41:16.330338] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-04T20:41:16.330464] [INFO ] [sig       ] NCNO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:16.472808] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NCNO.txt
[2025-12-04T20:41:16.472965] [INFO ] [sig       ] [2155/3547] Completed NCNO in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:16.473003] [INFO ] [sig       ] [2156/3547] Forecasting NCTY...
[2025-12-04T20:41:16.473031] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-04T20:41:16.473060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-04T20:41:16.485298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-04T20:41:16.485735] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-04T20:41:16.486597] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-04T20:41:16.486650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:16.486684] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:16.486712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:16.486779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:16.544020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:16.544933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:16.545043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:16.545083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:16.665532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:16.665707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:16.665748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:16.665776] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:16.669067] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-12-04T20:41:16.669329] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-04T20:41:16.669466] [INFO ] [sig       ] NCTY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:16.804175] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NCTY.txt
[2025-12-04T20:41:16.804303] [INFO ] [sig       ] [2156/3547] Completed NCTY in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:16.804339] [INFO ] [sig       ] [2157/3547] Forecasting NCZ...
[2025-12-04T20:41:16.804366] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-04T20:41:16.804393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-04T20:41:16.816773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-04T20:41:16.817148] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-04T20:41:16.817955] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-04T20:41:16.818019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:16.818056] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:16.818085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:16.818140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:16.873987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:16.874906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:16.874988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:16.875018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:16.992136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:16.992299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:16.992338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:16.992364] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:16.995695] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2025-12-04T20:41:16.995971] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-04T20:41:16.996092] [INFO ] [sig       ] NCZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:17.132597] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NCZ.txt
[2025-12-04T20:41:17.132733] [INFO ] [sig       ] [2157/3547] Completed NCZ in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:17.132770] [INFO ] [sig       ] [2158/3547] Forecasting NDAQ...
[2025-12-04T20:41:17.132797] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-04T20:41:17.132825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-04T20:41:17.144541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-04T20:41:17.144841] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-04T20:41:17.145593] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-04T20:41:17.145641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:17.145671] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:17.145695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:17.145749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:17.203064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:17.204389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:17.204500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:17.204540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:17.333189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:17.333469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:17.333539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:17.333613] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:17.339633] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-04T20:41:17.340158] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-04T20:41:17.340376] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:17.482548] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NDAQ.txt
[2025-12-04T20:41:17.482738] [INFO ] [sig       ] [2158/3547] Completed NDAQ in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:17.482777] [INFO ] [sig       ] [2159/3547] Forecasting NDMO...
[2025-12-04T20:41:17.482804] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-04T20:41:17.482833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-04T20:41:17.494750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-04T20:41:17.495052] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-04T20:41:17.495830] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-04T20:41:17.495880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:17.495910] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:17.495976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:17.496031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:17.554963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:17.555861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:17.555940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:17.555970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:17.677817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:17.677995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:17.678035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:17.678061] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:17.681484] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2025-12-04T20:41:17.681763] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-04T20:41:17.681880] [INFO ] [sig       ] NDMO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:17.818661] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NDMO.txt
[2025-12-04T20:41:17.818811] [INFO ] [sig       ] [2159/3547] Completed NDMO in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:17.818847] [INFO ] [sig       ] [2160/3547] Forecasting NDRA...
[2025-12-04T20:41:17.818875] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-04T20:41:17.818903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-04T20:41:17.830039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-04T20:41:17.830348] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-04T20:41:17.831122] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-04T20:41:17.831173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:17.831205] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:17.831230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:17.831283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:17.886395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:17.887251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:17.887334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:17.887364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:18.002870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:18.003026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:18.003064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:18.003091] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:18.006351] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-04T20:41:18.006630] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-04T20:41:18.006746] [INFO ] [sig       ] NDRA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:18.144163] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NDRA.txt
[2025-12-04T20:41:18.144313] [INFO ] [sig       ] [2160/3547] Completed NDRA in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:18.144349] [INFO ] [sig       ] [2161/3547] Forecasting NDSN...
[2025-12-04T20:41:18.144376] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-04T20:41:18.144404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-04T20:41:18.155113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-04T20:41:18.155504] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-04T20:41:18.156294] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-04T20:41:18.156344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:18.156375] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:18.156400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:18.156458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:18.211563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:18.212364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:18.212447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:18.212479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:18.337053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:18.337241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:18.337281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:18.337308] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:18.340651] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-04T20:41:18.340928] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-04T20:41:18.341061] [INFO ] [sig       ] NDSN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:18.477886] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NDSN.txt
[2025-12-04T20:41:18.478021] [INFO ] [sig       ] [2161/3547] Completed NDSN in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:18.478058] [INFO ] [sig       ] [2162/3547] Forecasting NE...
[2025-12-04T20:41:18.478086] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-04T20:41:18.478114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-04T20:41:18.489449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-04T20:41:18.489814] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-04T20:41:18.490596] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-04T20:41:18.490646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:18.490675] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:18.490700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:18.490754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:18.546038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:18.546886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:18.546966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:18.546997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:18.665842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:18.665999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:18.666037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:18.666064] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:18.669325] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-04T20:41:18.669601] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-04T20:41:18.669719] [INFO ] [sig       ] NE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:18.806339] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NE.txt
[2025-12-04T20:41:18.806477] [INFO ] [sig       ] [2162/3547] Completed NE in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:18.806515] [INFO ] [sig       ] [2163/3547] Forecasting NEA...
[2025-12-04T20:41:18.806542] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-04T20:41:18.806586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-04T20:41:18.817772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-04T20:41:18.818035] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-04T20:41:18.818815] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-04T20:41:18.818876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:18.818907] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:18.818932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:18.818986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:18.874930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:18.875622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:18.875697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:18.875728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:18.998108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:18.998271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:18.998311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:18.998338] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:19.001638] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-12-04T20:41:19.001895] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-04T20:41:19.002008] [INFO ] [sig       ] NEA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:19.141365] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NEA.txt
[2025-12-04T20:41:19.141536] [INFO ] [sig       ] [2163/3547] Completed NEA in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:19.141589] [INFO ] [sig       ] [2164/3547] Forecasting NECB...
[2025-12-04T20:41:19.141619] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-04T20:41:19.141649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-04T20:41:19.153902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-04T20:41:19.154273] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-04T20:41:19.155060] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-04T20:41:19.155110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:19.155139] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:19.155164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:19.155219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:19.210459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:19.211296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:19.211399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:19.211431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:19.327218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:19.327367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:19.327403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:19.327430] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:19.330689] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=32.65%)
[2025-12-04T20:41:19.330946] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-04T20:41:19.331060] [INFO ] [sig       ] NECB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:19.467497] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NECB.txt
[2025-12-04T20:41:19.467642] [INFO ] [sig       ] [2164/3547] Completed NECB in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:19.467679] [INFO ] [sig       ] [2165/3547] Forecasting NEE...
[2025-12-04T20:41:19.467706] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-04T20:41:19.467734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-04T20:41:19.479706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-04T20:41:19.479960] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-04T20:41:19.480720] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-04T20:41:19.480769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:19.480798] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:19.480824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:19.480878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:19.536004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:19.536619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:19.536718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:19.536749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:19.650529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:19.650704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:19.650744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:19.650771] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:19.654035] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-04T20:41:19.654294] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-04T20:41:19.654409] [INFO ] [sig       ] NEE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:19.792250] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NEE.txt
[2025-12-04T20:41:19.792400] [INFO ] [sig       ] [2165/3547] Completed NEE in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:19.792437] [INFO ] [sig       ] [2166/3547] Forecasting NEGG...
[2025-12-04T20:41:19.792471] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-04T20:41:19.792506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-04T20:41:19.804464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-04T20:41:19.804849] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-04T20:41:19.805682] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-04T20:41:19.805739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:19.805774] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:19.805808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:19.805866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:19.862949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:19.863862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:19.863948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:19.863980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:19.982949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:19.983114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:19.983163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:19.983191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:19.986994] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-04T20:41:19.987295] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-04T20:41:19.987426] [INFO ] [sig       ] NEGG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:20.123636] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NEGG.txt
[2025-12-04T20:41:20.123763] [INFO ] [sig       ] [2166/3547] Completed NEGG in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-04T20:41:20.123806] [INFO ] [sig       ] [2167/3547] Forecasting NEM...
[2025-12-04T20:41:20.123835] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-04T20:41:20.123863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-04T20:41:20.135255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-04T20:41:20.135526] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-04T20:41:20.136278] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-04T20:41:20.136327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:20.136357] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:20.136382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:20.136436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:20.191330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:20.192060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:20.192135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:20.192166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:20.313757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:20.313905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:20.313944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:20.313971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:20.317236] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-12-04T20:41:20.317499] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-04T20:41:20.317633] [INFO ] [sig       ] NEM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:20.454733] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NEM.txt
[2025-12-04T20:41:20.454883] [INFO ] [sig       ] [2167/3547] Completed NEM in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-04T20:41:20.454921] [INFO ] [sig       ] [2168/3547] Forecasting NEO...
[2025-12-04T20:41:20.454949] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-04T20:41:20.454976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-04T20:41:20.466995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-04T20:41:20.467378] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-04T20:41:20.468147] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-04T20:41:20.468197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:20.468226] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:20.468250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:20.468334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:20.524930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:20.525807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:20.525891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:20.525924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:20.648497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:20.648702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:20.648741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:20.648769] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:20.652156] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-04T20:41:20.652414] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-04T20:41:20.652555] [INFO ] [sig       ] NEO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:20.788443] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NEO.txt
[2025-12-04T20:41:20.788624] [INFO ] [sig       ] [2168/3547] Completed NEO in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-04T20:41:20.788663] [INFO ] [sig       ] [2169/3547] Forecasting NEOG...
[2025-12-04T20:41:20.788691] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-04T20:41:20.788719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-04T20:41:20.800049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-04T20:41:20.800321] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-04T20:41:20.801089] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-04T20:41:20.801138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:20.801168] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:20.801194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:20.801247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:20.856908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:20.857525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:20.857619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:20.857652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:20.975087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:20.975238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:20.975274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:20.975302] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:20.978616] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-04T20:41:20.978883] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-04T20:41:20.979002] [INFO ] [sig       ] NEOG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:21.114955] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NEOG.txt
[2025-12-04T20:41:21.115081] [INFO ] [sig       ] [2169/3547] Completed NEOG in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-04T20:41:21.115117] [INFO ] [sig       ] [2170/3547] Forecasting NEON...
[2025-12-04T20:41:21.115145] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-04T20:41:21.115175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-04T20:41:21.127041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-04T20:41:21.127351] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-04T20:41:21.128124] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-04T20:41:21.128174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:21.128203] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:21.128227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:21.128306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:21.189957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:21.190832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:21.190913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:21.190943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:21.313816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:21.313977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:21.314036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:21.314065] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:21.317394] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-04T20:41:21.317677] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-04T20:41:21.317798] [INFO ] [sig       ] NEON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:21.453108] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NEON.txt
[2025-12-04T20:41:21.453241] [INFO ] [sig       ] [2170/3547] Completed NEON in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-04T20:41:21.453278] [INFO ] [sig       ] [2171/3547] Forecasting NEXA...
[2025-12-04T20:41:21.453305] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-04T20:41:21.453333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-04T20:41:21.464863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-04T20:41:21.465207] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-04T20:41:21.466018] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-04T20:41:21.466069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:21.466101] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:21.466126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:21.466181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:21.524510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:21.525371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:21.525455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:21.525488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:21.639387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:21.639554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:21.639628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:21.639664] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:21.643064] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-04T20:41:21.643326] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-04T20:41:21.643444] [INFO ] [sig       ] NEXA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:21.788053] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NEXA.txt
[2025-12-04T20:41:21.788198] [INFO ] [sig       ] [2171/3547] Completed NEXA in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:21.788234] [INFO ] [sig       ] [2172/3547] Forecasting NEXN...
[2025-12-04T20:41:21.788285] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-04T20:41:21.788317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-04T20:41:21.800644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-04T20:41:21.800981] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-04T20:41:21.801770] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-04T20:41:21.801819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:21.801882] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:21.801909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:21.801963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:21.857416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:21.858102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:21.858192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:21.858223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:21.977336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:21.977492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:21.977534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:21.977560] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:21.980952] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-04T20:41:21.981207] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-04T20:41:21.981321] [INFO ] [sig       ] NEXN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:22.119140] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NEXN.txt
[2025-12-04T20:41:22.119273] [INFO ] [sig       ] [2172/3547] Completed NEXN in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:22.119308] [INFO ] [sig       ] [2173/3547] Forecasting NFBK...
[2025-12-04T20:41:22.119335] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-04T20:41:22.119364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-04T20:41:22.130603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-04T20:41:22.130871] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-04T20:41:22.131640] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-04T20:41:22.131689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:22.131718] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:22.131743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:22.131795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:22.186635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:22.187260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:22.187336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:22.187366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:22.305189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:22.305357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:22.305398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:22.305426] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:22.309025] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-12-04T20:41:22.309317] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-04T20:41:22.309453] [INFO ] [sig       ] NFBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:22.450732] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NFBK.txt
[2025-12-04T20:41:22.450892] [INFO ] [sig       ] [2173/3547] Completed NFBK in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:22.450930] [INFO ] [sig       ] [2174/3547] Forecasting NFE...
[2025-12-04T20:41:22.450959] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-04T20:41:22.450987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-04T20:41:22.462636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-04T20:41:22.463037] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-04T20:41:22.463846] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-04T20:41:22.463897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:22.463944] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:22.463970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:22.464023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:22.521515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:22.522301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:22.522379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:22.522412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:22.645298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:22.645445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:22.645482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:22.645508] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:22.648816] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-04T20:41:22.649077] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-04T20:41:22.649195] [INFO ] [sig       ] NFE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:22.786980] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NFE.txt
[2025-12-04T20:41:22.787125] [INFO ] [sig       ] [2174/3547] Completed NFE in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:22.787162] [INFO ] [sig       ] [2175/3547] Forecasting NFG...
[2025-12-04T20:41:22.787191] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-04T20:41:22.787221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-04T20:41:22.799061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-04T20:41:22.799319] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-04T20:41:22.800098] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-04T20:41:22.800148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:22.800178] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:22.800203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:22.800256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:22.855525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:22.856133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:22.856225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:22.856256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:22.973095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:22.973267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:22.973309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:22.973373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:22.976960] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-04T20:41:22.977294] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-04T20:41:22.977439] [INFO ] [sig       ] NFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:23.118133] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NFG.txt
[2025-12-04T20:41:23.118308] [INFO ] [sig       ] [2175/3547] Completed NFG in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:23.118346] [INFO ] [sig       ] [2176/3547] Forecasting NFJ...
[2025-12-04T20:41:23.118375] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-04T20:41:23.118403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-04T20:41:23.130800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-04T20:41:23.131127] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-04T20:41:23.131895] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-04T20:41:23.131944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:23.131973] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:23.131997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:23.132050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:23.186623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:23.187455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:23.187539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:23.187593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:23.305774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:23.305911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:23.305948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:23.305974] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:23.309244] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-04T20:41:23.309508] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-04T20:41:23.309670] [INFO ] [sig       ] NFJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:23.460740] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NFJ.txt
[2025-12-04T20:41:23.460861] [INFO ] [sig       ] [2176/3547] Completed NFJ in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:23.460897] [INFO ] [sig       ] [2177/3547] Forecasting NFLX...
[2025-12-04T20:41:23.460926] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-04T20:41:23.460954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-04T20:41:23.471943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-04T20:41:23.472213] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-04T20:41:23.472980] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-04T20:41:23.473029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:23.473058] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:23.473083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:23.473137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:23.528447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:23.529159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:23.529237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:23.529266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:23.652772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:23.652929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:23.652965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:23.652992] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:23.656307] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-04T20:41:23.656592] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-04T20:41:23.656715] [INFO ] [sig       ] NFLX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:23.792835] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NFLX.txt
[2025-12-04T20:41:23.792994] [INFO ] [sig       ] [2177/3547] Completed NFLX in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:23.793032] [INFO ] [sig       ] [2178/3547] Forecasting NFTY...
[2025-12-04T20:41:23.793067] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-04T20:41:23.793097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-04T20:41:23.804226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-04T20:41:23.804605] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-04T20:41:23.805379] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-04T20:41:23.805428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:23.805457] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:23.805481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:23.805534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:23.863522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:23.864415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:23.864501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:23.864536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:24.005789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:24.005959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:24.006001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:24.006035] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:24.009993] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-04T20:41:24.010398] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-04T20:41:24.010556] [INFO ] [sig       ] NFTY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:24.234820] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NFTY.txt
[2025-12-04T20:41:24.235089] [INFO ] [sig       ] [2178/3547] Completed NFTY in 0.4s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:24.235158] [INFO ] [sig       ] [2179/3547] Forecasting NGG...
[2025-12-04T20:41:24.235204] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-04T20:41:24.235237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-04T20:41:24.251676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-04T20:41:24.252196] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-04T20:41:24.253441] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-04T20:41:24.253513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:24.253557] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:24.253624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:24.253714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:24.331650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:24.332592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:24.332695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:24.332728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:24.481551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:24.481735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:24.481775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:24.481803] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:24.485499] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2025-12-04T20:41:24.485903] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-04T20:41:24.486055] [INFO ] [sig       ] NGG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:24.669844] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NGG.txt
[2025-12-04T20:41:24.670021] [INFO ] [sig       ] [2179/3547] Completed NGG in 0.4s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:24.670065] [INFO ] [sig       ] [2180/3547] Forecasting NGL...
[2025-12-04T20:41:24.670096] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-04T20:41:24.670124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-04T20:41:24.682633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-04T20:41:24.683027] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-04T20:41:24.683841] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-04T20:41:24.683894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:24.683924] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:24.683949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:24.684004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:24.739628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:24.740511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:24.740664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:24.740699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:24.860956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:24.861119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:24.861158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:24.861186] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:24.865306] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-04T20:41:24.865727] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-04T20:41:24.865876] [INFO ] [sig       ] NGL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:25.027119] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NGL.txt
[2025-12-04T20:41:25.027313] [INFO ] [sig       ] [2180/3547] Completed NGL in 0.4s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:25.027373] [INFO ] [sig       ] [2181/3547] Forecasting NGNE...
[2025-12-04T20:41:25.027417] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-04T20:41:25.027457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-04T20:41:25.039887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-04T20:41:25.040301] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-04T20:41:25.041340] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-04T20:41:25.041407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:25.041438] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:25.041464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:25.041526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:25.100930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:25.101826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:25.101916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:25.101962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:25.222218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:25.222368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:25.222406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:25.222450] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:25.225814] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=33.70%)
[2025-12-04T20:41:25.226076] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-04T20:41:25.226193] [INFO ] [sig       ] NGNE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:25.364876] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NGNE.txt
[2025-12-04T20:41:25.365007] [INFO ] [sig       ] [2181/3547] Completed NGNE in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:25.365044] [INFO ] [sig       ] [2182/3547] Forecasting NGS...
[2025-12-04T20:41:25.365072] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-04T20:41:25.365099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-04T20:41:25.379563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-04T20:41:25.379890] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-04T20:41:25.380691] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-04T20:41:25.380741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:25.380773] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:25.380799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:25.380854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:25.436714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:25.437603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:25.437721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:25.437753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:25.561317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:25.561470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:25.561509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:25.561538] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:25.564990] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-12-04T20:41:25.565265] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-04T20:41:25.565386] [INFO ] [sig       ] NGS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:25.705736] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NGS.txt
[2025-12-04T20:41:25.705869] [INFO ] [sig       ] [2182/3547] Completed NGS in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:25.705907] [INFO ] [sig       ] [2183/3547] Forecasting NGVC...
[2025-12-04T20:41:25.705936] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-04T20:41:25.705964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-04T20:41:25.717065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-04T20:41:25.717386] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-04T20:41:25.718150] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-04T20:41:25.718201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:25.718231] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:25.718274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:25.718330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:25.773994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:25.774689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:25.774773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:25.774821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:25.892767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:25.892915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:25.892956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:25.892983] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:25.896231] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-12-04T20:41:25.896490] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-04T20:41:25.896633] [INFO ] [sig       ] NGVC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:26.035082] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NGVC.txt
[2025-12-04T20:41:26.035215] [INFO ] [sig       ] [2183/3547] Completed NGVC in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-04T20:41:26.035252] [INFO ] [sig       ] [2184/3547] Forecasting NHI...
[2025-12-04T20:41:26.035281] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-04T20:41:26.035308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-04T20:41:26.046287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-04T20:41:26.046562] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-04T20:41:26.047318] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-04T20:41:26.047368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:26.047398] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:26.047424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:26.047477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:26.104715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:26.105521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:26.105621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:26.105655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:26.223913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:26.224076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:26.224118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:26.224146] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:26.227471] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-04T20:41:26.227803] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-04T20:41:26.227925] [INFO ] [sig       ] NHI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:26.366115] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NHI.txt
[2025-12-04T20:41:26.366244] [INFO ] [sig       ] [2184/3547] Completed NHI in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-04T20:41:26.366280] [INFO ] [sig       ] [2185/3547] Forecasting NHTC...
[2025-12-04T20:41:26.366307] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-04T20:41:26.366336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-04T20:41:26.377372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-04T20:41:26.377678] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-04T20:41:26.378452] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-04T20:41:26.378501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:26.378531] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:26.378565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:26.378657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:26.435624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:26.436379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:26.436457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:26.436489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:26.546006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:26.546157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:26.546195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:26.546223] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:26.549967] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-04T20:41:26.550300] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-04T20:41:26.550434] [INFO ] [sig       ] NHTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:26.690114] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NHTC.txt
[2025-12-04T20:41:26.690272] [INFO ] [sig       ] [2185/3547] Completed NHTC in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-04T20:41:26.690310] [INFO ] [sig       ] [2186/3547] Forecasting NI...
[2025-12-04T20:41:26.690337] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-04T20:41:26.690365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-04T20:41:26.701323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-04T20:41:26.701632] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-04T20:41:26.702377] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-04T20:41:26.702426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:26.702456] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:26.702481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:26.702536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:26.757417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:26.758047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:26.758121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:26.758151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:26.879674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:26.879801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:26.879838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:26.879864] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:26.883092] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-04T20:41:26.883352] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-04T20:41:26.883469] [INFO ] [sig       ] NI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:27.022772] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NI.txt
[2025-12-04T20:41:27.022986] [INFO ] [sig       ] [2186/3547] Completed NI in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-04T20:41:27.023029] [INFO ] [sig       ] [2187/3547] Forecasting NIC...
[2025-12-04T20:41:27.023059] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-04T20:41:27.023091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-04T20:41:27.036828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-04T20:41:27.037327] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-04T20:41:27.038223] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-04T20:41:27.038318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:27.038353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:27.038379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:27.038435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:27.094335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:27.095349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:27.095437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:27.095469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:27.224644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:27.224772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:27.224821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:27.224848] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:27.228482] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-04T20:41:27.228872] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-04T20:41:27.229024] [INFO ] [sig       ] NIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:27.372018] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NIC.txt
[2025-12-04T20:41:27.372169] [INFO ] [sig       ] [2187/3547] Completed NIC in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-04T20:41:27.372207] [INFO ] [sig       ] [2188/3547] Forecasting NICE...
[2025-12-04T20:41:27.372236] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-04T20:41:27.372265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-04T20:41:27.386084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-04T20:41:27.386622] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-04T20:41:27.387518] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-04T20:41:27.387592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:27.387629] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:27.387656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:27.387714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:27.445871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:27.446960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:27.447054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:27.447087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:27.574347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:27.574613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:27.574662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:27.574690] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:27.578879] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-04T20:41:27.579269] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-04T20:41:27.579449] [INFO ] [sig       ] NICE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:27.747686] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NICE.txt
[2025-12-04T20:41:27.747878] [INFO ] [sig       ] [2188/3547] Completed NICE in 0.4s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:27.747919] [INFO ] [sig       ] [2189/3547] Forecasting NIE...
[2025-12-04T20:41:27.747950] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-04T20:41:27.747979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-04T20:41:27.760913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-04T20:41:27.761357] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-04T20:41:27.762261] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-04T20:41:27.762312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:27.762378] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:27.762407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:27.762464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:27.819834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:27.820961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:27.821058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:27.821090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:27.942459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:27.942708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:27.942752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:27.942779] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:27.946612] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-04T20:41:27.946933] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-04T20:41:27.947061] [INFO ] [sig       ] NIE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:28.093159] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NIE.txt
[2025-12-04T20:41:28.093420] [INFO ] [sig       ] [2189/3547] Completed NIE in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:28.093471] [INFO ] [sig       ] [2190/3547] Forecasting NIKL...
[2025-12-04T20:41:28.093502] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-04T20:41:28.093532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-04T20:41:28.106770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-04T20:41:28.107236] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-04T20:41:28.108151] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-04T20:41:28.108202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:28.108232] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:28.108280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:28.108340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:28.166990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:28.168148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:28.168245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:28.168295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:28.283308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:28.283469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:28.283512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:28.283539] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:28.286950] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-04T20:41:28.287217] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-04T20:41:28.287340] [INFO ] [sig       ] NIKL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:28.426852] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NIKL.txt
[2025-12-04T20:41:28.426991] [INFO ] [sig       ] [2190/3547] Completed NIKL in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:28.427028] [INFO ] [sig       ] [2191/3547] Forecasting NIM...
[2025-12-04T20:41:28.427055] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-04T20:41:28.427083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-04T20:41:28.440958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-04T20:41:28.441238] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-04T20:41:28.442003] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-04T20:41:28.442052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:28.442083] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:28.442109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:28.442162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:28.500251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:28.501009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:28.501089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:28.501120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:28.606113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:28.606267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:28.606308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:28.606337] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:28.609824] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-04T20:41:28.610099] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-04T20:41:28.610223] [INFO ] [sig       ] NIM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:28.754151] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NIM.txt
[2025-12-04T20:41:28.754284] [INFO ] [sig       ] [2191/3547] Completed NIM in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:28.754322] [INFO ] [sig       ] [2192/3547] Forecasting NIO...
[2025-12-04T20:41:28.754351] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-04T20:41:28.754380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-04T20:41:28.766258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-04T20:41:28.766680] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-04T20:41:28.767491] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-04T20:41:28.767542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:28.767599] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:28.767630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:28.767693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:28.826913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:28.827791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:28.827876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:28.827909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:28.949765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:28.949917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:28.949956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:28.950017] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:28.953399] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-04T20:41:28.953704] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-04T20:41:28.953848] [INFO ] [sig       ] NIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:29.095481] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NIO.txt
[2025-12-04T20:41:29.095640] [INFO ] [sig       ] [2192/3547] Completed NIO in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:29.095681] [INFO ] [sig       ] [2193/3547] Forecasting NIPG...
[2025-12-04T20:41:29.095729] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-04T20:41:29.095757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-04T20:41:29.107358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-04T20:41:29.107653] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-04T20:41:29.108490] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-04T20:41:29.108541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:29.108595] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:29.108624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:29.108679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:29.165354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:29.165981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:29.166054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:29.166084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:29.275053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:29.275197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:29.275235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:29.275261] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:29.278523] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=57.32%)
[2025-12-04T20:41:29.278827] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-04T20:41:29.278951] [INFO ] [sig       ] NIPG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:29.417094] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NIPG.txt
[2025-12-04T20:41:29.417215] [INFO ] [sig       ] [2193/3547] Completed NIPG in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:29.417255] [INFO ] [sig       ] [2194/3547] Forecasting NISN...
[2025-12-04T20:41:29.417283] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-04T20:41:29.417311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-04T20:41:29.429181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-04T20:41:29.429640] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-04T20:41:29.430446] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-04T20:41:29.430497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:29.430528] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:29.430553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:29.430634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:29.488480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:29.489404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:29.489494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:29.489524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:29.601714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:29.601881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:29.601940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:29.601968] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:29.605252] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-04T20:41:29.605510] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-04T20:41:29.605665] [INFO ] [sig       ] NISN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:29.751358] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NISN.txt
[2025-12-04T20:41:29.751529] [INFO ] [sig       ] [2194/3547] Completed NISN in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:29.751599] [INFO ] [sig       ] [2195/3547] Forecasting NITO...
[2025-12-04T20:41:29.751634] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-04T20:41:29.751663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-04T20:41:29.762984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-04T20:41:29.763284] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-04T20:41:29.764047] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-04T20:41:29.764096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:29.764126] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:29.764151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:29.764204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:29.820066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:29.820706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:29.820778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:29.820808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:29.935691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:29.935870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:29.935909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:29.935936] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:29.939192] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-04T20:41:29.939447] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-04T20:41:29.939564] [INFO ] [sig       ] NITO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:30.079908] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NITO.txt
[2025-12-04T20:41:30.080060] [INFO ] [sig       ] [2195/3547] Completed NITO in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:30.080099] [INFO ] [sig       ] [2196/3547] Forecasting NKSH...
[2025-12-04T20:41:30.080128] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-04T20:41:30.080157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-04T20:41:30.091883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-04T20:41:30.092198] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-04T20:41:30.092994] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-04T20:41:30.093050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:30.093092] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:30.093121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:30.093178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:30.156630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:30.157504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:30.157600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:30.157634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:30.260340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:30.260494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:30.260533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:30.260561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:30.263852] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2025-12-04T20:41:30.264108] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-04T20:41:30.264221] [INFO ] [sig       ] NKSH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:30.399895] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NKSH.txt
[2025-12-04T20:41:30.400008] [INFO ] [sig       ] [2196/3547] Completed NKSH in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:30.400044] [INFO ] [sig       ] [2197/3547] Forecasting NKTX...
[2025-12-04T20:41:30.400071] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-04T20:41:30.400100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-04T20:41:30.410949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-04T20:41:30.411217] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-04T20:41:30.411969] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-04T20:41:30.412018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:30.412046] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:30.412072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:30.412125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:30.468361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:30.468980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:30.469053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:30.469084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:30.580613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:30.580777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:30.580821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:30.580847] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:30.584158] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-04T20:41:30.584436] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-04T20:41:30.584561] [INFO ] [sig       ] NKTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:30.721494] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NKTX.txt
[2025-12-04T20:41:30.721662] [INFO ] [sig       ] [2197/3547] Completed NKTX in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:30.721701] [INFO ] [sig       ] [2198/3547] Forecasting NKX...
[2025-12-04T20:41:30.721729] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-04T20:41:30.721759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-04T20:41:30.734459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-04T20:41:30.734835] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-04T20:41:30.735644] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-04T20:41:30.735695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:30.735739] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:30.735766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:30.735822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:30.794514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:30.795400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:30.795482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:30.795514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:30.913892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:30.914045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:30.914083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:30.914110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:30.917343] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-04T20:41:30.917618] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-04T20:41:30.917735] [INFO ] [sig       ] NKX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:31.057653] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NKX.txt
[2025-12-04T20:41:31.057791] [INFO ] [sig       ] [2198/3547] Completed NKX in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:31.057827] [INFO ] [sig       ] [2199/3547] Forecasting NLOP...
[2025-12-04T20:41:31.057855] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-04T20:41:31.057883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-04T20:41:31.068819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-04T20:41:31.069125] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-04T20:41:31.069932] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-04T20:41:31.069982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:31.070014] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:31.070041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:31.070099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:31.128895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:31.129693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:31.129800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:31.129834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:31.243437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:31.243603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:31.243644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:31.243672] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:31.247082] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=91.68%)
[2025-12-04T20:41:31.247350] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-04T20:41:31.247471] [INFO ] [sig       ] NLOP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:31.389646] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NLOP.txt
[2025-12-04T20:41:31.389777] [INFO ] [sig       ] [2199/3547] Completed NLOP in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:31.389813] [INFO ] [sig       ] [2200/3547] Forecasting NLY...
[2025-12-04T20:41:31.389841] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-04T20:41:31.389870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-04T20:41:31.401898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-04T20:41:31.402214] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-04T20:41:31.403000] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-04T20:41:31.403049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:31.403079] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:31.403105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:31.403159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:31.458413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:31.459051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:31.459125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:31.459155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:31.578676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:31.578819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:31.578856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:31.578881] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:31.582122] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-04T20:41:31.582378] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-04T20:41:31.582496] [INFO ] [sig       ] NLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:31.718910] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NLY.txt
[2025-12-04T20:41:31.719021] [INFO ] [sig       ] [2200/3547] Completed NLY in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:31.719057] [INFO ] [sig       ] [2201/3547] Forecasting NMAI...
[2025-12-04T20:41:31.719084] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-04T20:41:31.719111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-04T20:41:31.730378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-04T20:41:31.730753] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-04T20:41:31.731500] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-04T20:41:31.731550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:31.731603] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:31.731629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:31.731682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:31.787517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:31.788396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:31.788477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:31.788507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:31.907274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:31.907430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:31.907471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:31.907499] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:31.911066] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=25.40%)
[2025-12-04T20:41:31.911343] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-04T20:41:31.911467] [INFO ] [sig       ] NMAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:32.049154] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NMAI.txt
[2025-12-04T20:41:32.049284] [INFO ] [sig       ] [2201/3547] Completed NMAI in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-04T20:41:32.049327] [INFO ] [sig       ] [2202/3547] Forecasting NMCO...
[2025-12-04T20:41:32.049357] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-04T20:41:32.049384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-04T20:41:32.060239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-04T20:41:32.060544] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-04T20:41:32.061335] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-04T20:41:32.061384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:32.061414] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:32.061439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:32.061493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:32.117840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:32.118714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:32.118794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:32.118827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:32.244175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:32.244328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:32.244366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:32.244395] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:32.247751] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2025-12-04T20:41:32.248019] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-04T20:41:32.248144] [INFO ] [sig       ] NMCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:32.383650] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NMCO.txt
[2025-12-04T20:41:32.383819] [INFO ] [sig       ] [2202/3547] Completed NMCO in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-04T20:41:32.383857] [INFO ] [sig       ] [2203/3547] Forecasting NMFC...
[2025-12-04T20:41:32.383885] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-04T20:41:32.383914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-04T20:41:32.395334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-04T20:41:32.395639] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-04T20:41:32.396393] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-04T20:41:32.396444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:32.396475] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:32.396502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:32.396557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:32.454150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:32.454816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:32.454894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:32.454926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:32.575687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:32.575814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:32.575861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:32.575896] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:32.579263] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-04T20:41:32.579524] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-04T20:41:32.579682] [INFO ] [sig       ] NMFC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:32.718791] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NMFC.txt
[2025-12-04T20:41:32.718952] [INFO ] [sig       ] [2203/3547] Completed NMFC in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-04T20:41:32.718989] [INFO ] [sig       ] [2204/3547] Forecasting NMG...
[2025-12-04T20:41:32.719019] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-04T20:41:32.719048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-04T20:41:32.730306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-04T20:41:32.730639] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-04T20:41:32.731429] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-04T20:41:32.731487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:32.731518] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:32.731543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:32.731614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:32.787027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:32.787691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:32.787766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:32.787797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:32.910614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:32.910742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:32.910791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:32.910825] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:32.914186] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-04T20:41:32.914445] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-04T20:41:32.914560] [INFO ] [sig       ] NMG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:33.059984] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NMG.txt
[2025-12-04T20:41:33.060118] [INFO ] [sig       ] [2204/3547] Completed NMG in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-04T20:41:33.060154] [INFO ] [sig       ] [2205/3547] Forecasting NMI...
[2025-12-04T20:41:33.060181] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-04T20:41:33.060209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-04T20:41:33.070817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-04T20:41:33.071113] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-04T20:41:33.071917] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-04T20:41:33.071969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:33.072001] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:33.072027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:33.072083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:33.129224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:33.130002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:33.130080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:33.130112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:33.236313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:33.236459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:33.236497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:33.236543] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:33.240162] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2025-12-04T20:41:33.240484] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-04T20:41:33.240650] [INFO ] [sig       ] NMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:33.379105] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NMI.txt
[2025-12-04T20:41:33.379230] [INFO ] [sig       ] [2205/3547] Completed NMI in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-04T20:41:33.379267] [INFO ] [sig       ] [2206/3547] Forecasting NMIH...
[2025-12-04T20:41:33.379293] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-04T20:41:33.379322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-04T20:41:33.391140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-04T20:41:33.391451] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-04T20:41:33.392244] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-04T20:41:33.392293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:33.392350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:33.392376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:33.392431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:33.448550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:33.449206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:33.449282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:33.449312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:33.558996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:33.559136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:33.559177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:33.559203] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:33.562453] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-12-04T20:41:33.562726] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-04T20:41:33.562843] [INFO ] [sig       ] NMIH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:33.699432] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NMIH.txt
[2025-12-04T20:41:33.699599] [INFO ] [sig       ] [2206/3547] Completed NMIH in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:33.699637] [INFO ] [sig       ] [2207/3547] Forecasting NMM...
[2025-12-04T20:41:33.699665] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-04T20:41:33.699694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-04T20:41:33.710529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-04T20:41:33.710827] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-04T20:41:33.711614] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-04T20:41:33.711665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:33.711696] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:33.711721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:33.711777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:33.770877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:33.771511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:33.771628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:33.771670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:33.890173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:33.890328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:33.890368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:33.890396] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:33.893805] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-04T20:41:33.894075] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-04T20:41:33.894197] [INFO ] [sig       ] NMM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:34.039257] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NMM.txt
[2025-12-04T20:41:34.039366] [INFO ] [sig       ] [2207/3547] Completed NMM in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:34.039402] [INFO ] [sig       ] [2208/3547] Forecasting NMRA...
[2025-12-04T20:41:34.039429] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-04T20:41:34.039457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-04T20:41:34.050243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-04T20:41:34.050515] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-04T20:41:34.051272] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-04T20:41:34.051320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:34.051350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:34.051375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:34.051429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:34.110352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:34.111004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:34.111081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:34.111112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:34.234983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:34.235120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:34.235156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:34.235182] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:34.238434] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-04T20:41:34.238716] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-04T20:41:34.238842] [INFO ] [sig       ] NMRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:34.392926] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NMRA.txt
[2025-12-04T20:41:34.393048] [INFO ] [sig       ] [2208/3547] Completed NMRA in 0.4s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:34.393083] [INFO ] [sig       ] [2209/3547] Forecasting NMRK...
[2025-12-04T20:41:34.393111] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-04T20:41:34.393139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-04T20:41:34.404458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-04T20:41:34.404749] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-04T20:41:34.405481] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-04T20:41:34.405530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:34.405587] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:34.405617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:34.405671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:34.461977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:34.462620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:34.462694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:34.462725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:34.585532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:34.585677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:34.585713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:34.585769] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:34.589004] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-12-04T20:41:34.589262] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-04T20:41:34.589381] [INFO ] [sig       ] NMRK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:34.726531] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NMRK.txt
[2025-12-04T20:41:34.726667] [INFO ] [sig       ] [2209/3547] Completed NMRK in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:34.726711] [INFO ] [sig       ] [2210/3547] Forecasting NN...
[2025-12-04T20:41:34.726738] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-04T20:41:34.726767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-04T20:41:34.737960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-04T20:41:34.738218] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-04T20:41:34.739031] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-04T20:41:34.739080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:34.739110] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:34.739135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:34.739194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:34.795440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:34.796058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:34.796132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:34.796163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:34.918726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:34.918875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:34.918913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:34.918940] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:34.922310] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-04T20:41:34.922632] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-04T20:41:34.922759] [INFO ] [sig       ] NN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:35.060367] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NN.txt
[2025-12-04T20:41:35.060484] [INFO ] [sig       ] [2210/3547] Completed NN in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:35.060533] [INFO ] [sig       ] [2211/3547] Forecasting NNDM...
[2025-12-04T20:41:35.060564] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-04T20:41:35.060610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-04T20:41:35.071348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-04T20:41:35.071635] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-04T20:41:35.072379] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-04T20:41:35.072428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:35.072457] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:35.072482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:35.072536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:35.127660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:35.128252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:35.128348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:35.128377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:35.247619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:35.247778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:35.247816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:35.247845] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:35.251843] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-04T20:41:35.252117] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-04T20:41:35.252241] [INFO ] [sig       ] NNDM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:35.391183] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NNDM.txt
[2025-12-04T20:41:35.391336] [INFO ] [sig       ] [2211/3547] Completed NNDM in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:35.391374] [INFO ] [sig       ] [2212/3547] Forecasting NNE...
[2025-12-04T20:41:35.391402] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-04T20:41:35.391433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-04T20:41:35.402115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-04T20:41:35.402373] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-04T20:41:35.403128] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-04T20:41:35.403178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:35.403208] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:35.403234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:35.403288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:35.458249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:35.458853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:35.458929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:35.458960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:35.580097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:35.580229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:35.580266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:35.580294] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:35.583456] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-04T20:41:35.583729] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-04T20:41:35.583846] [INFO ] [sig       ] NNE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:35.723355] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NNE.txt
[2025-12-04T20:41:35.723464] [INFO ] [sig       ] [2212/3547] Completed NNE in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:35.723500] [INFO ] [sig       ] [2213/3547] Forecasting NNI...
[2025-12-04T20:41:35.723529] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-04T20:41:35.723564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-04T20:41:35.734791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-04T20:41:35.735057] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-04T20:41:35.735806] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-04T20:41:35.735854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:35.735884] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:35.735910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:35.735963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:35.792253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:35.792855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:35.792926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:35.792957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:35.909886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:35.909984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:35.910021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:35.910048] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:35.913395] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-04T20:41:35.913723] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-04T20:41:35.913854] [INFO ] [sig       ] NNI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:36.051946] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NNI.txt
[2025-12-04T20:41:36.052070] [INFO ] [sig       ] [2213/3547] Completed NNI in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:36.052106] [INFO ] [sig       ] [2214/3547] Forecasting NNN...
[2025-12-04T20:41:36.052133] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-04T20:41:36.052162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-04T20:41:36.062744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-04T20:41:36.063033] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-04T20:41:36.063803] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-04T20:41:36.063851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:36.063881] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:36.063906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:36.063959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:36.119862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:36.120450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:36.120524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:36.120553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:36.236271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:36.236394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:36.236430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:36.236457] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:36.239682] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-04T20:41:36.239984] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-04T20:41:36.240099] [INFO ] [sig       ] NNN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:36.381183] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NNN.txt
[2025-12-04T20:41:36.381308] [INFO ] [sig       ] [2214/3547] Completed NNN in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:36.381344] [INFO ] [sig       ] [2215/3547] Forecasting NNOX...
[2025-12-04T20:41:36.381370] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-04T20:41:36.381398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-04T20:41:36.391757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-04T20:41:36.392024] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-04T20:41:36.392778] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-04T20:41:36.392827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:36.392857] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:36.392883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:36.392937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:36.449284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:36.449879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:36.449952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:36.449982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:36.570631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:36.570746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:36.570781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:36.570807] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:36.573952] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=47.14%)
[2025-12-04T20:41:36.574204] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-04T20:41:36.574318] [INFO ] [sig       ] NNOX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:36.711422] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NNOX.txt
[2025-12-04T20:41:36.711560] [INFO ] [sig       ] [2215/3547] Completed NNOX in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:36.711615] [INFO ] [sig       ] [2216/3547] Forecasting NNY...
[2025-12-04T20:41:36.711645] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-04T20:41:36.711680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-04T20:41:36.722112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-04T20:41:36.722394] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-04T20:41:36.723197] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-04T20:41:36.723247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:36.723278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:36.723305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:36.723361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:36.782198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:36.782814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:36.782914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:36.782947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:36.889875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:36.889994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:36.890029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:36.890056] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:36.893207] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-04T20:41:36.893462] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-04T20:41:36.893590] [INFO ] [sig       ] NNY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:37.044739] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NNY.txt
[2025-12-04T20:41:37.044900] [INFO ] [sig       ] [2216/3547] Completed NNY in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:37.044938] [INFO ] [sig       ] [2217/3547] Forecasting NOA...
[2025-12-04T20:41:37.044966] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-04T20:41:37.044996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-04T20:41:37.056410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-04T20:41:37.056700] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-04T20:41:37.057472] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-04T20:41:37.057520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:37.057550] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:37.057594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:37.057651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:37.115594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:37.116412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:37.116498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:37.116529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:37.237809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:37.237970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:37.238008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:37.238035] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:37.241381] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=56.92%)
[2025-12-04T20:41:37.241681] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-04T20:41:37.241804] [INFO ] [sig       ] NOA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:37.382563] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NOA.txt
[2025-12-04T20:41:37.382733] [INFO ] [sig       ] [2217/3547] Completed NOA in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:37.382770] [INFO ] [sig       ] [2218/3547] Forecasting NOAH...
[2025-12-04T20:41:37.382797] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-04T20:41:37.382826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-04T20:41:37.394779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-04T20:41:37.395144] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-04T20:41:37.395914] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-04T20:41:37.395963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:37.395993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:37.396018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:37.396071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:37.451714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:37.452561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:37.452659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:37.452690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:37.578717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:37.578859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:37.578904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:37.578936] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:37.582285] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-04T20:41:37.582593] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-04T20:41:37.582725] [INFO ] [sig       ] NOAH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:37.731206] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NOAH.txt
[2025-12-04T20:41:37.731345] [INFO ] [sig       ] [2218/3547] Completed NOAH in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:37.731381] [INFO ] [sig       ] [2219/3547] Forecasting NODK...
[2025-12-04T20:41:37.731410] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-04T20:41:37.731439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-04T20:41:37.741433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-04T20:41:37.741746] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-04T20:41:37.742496] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-04T20:41:37.742545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:37.742597] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:37.742630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:37.742701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:37.798194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:37.799033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:37.799112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:37.799143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:37.897272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:37.897428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:37.897466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:37.897495] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:37.900904] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-04T20:41:37.901168] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-04T20:41:37.901289] [INFO ] [sig       ] NODK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:38.042761] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NODK.txt
[2025-12-04T20:41:38.042975] [INFO ] [sig       ] [2219/3547] Completed NODK in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-04T20:41:38.043047] [INFO ] [sig       ] [2220/3547] Forecasting NOG...
[2025-12-04T20:41:38.043088] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-04T20:41:38.043126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-04T20:41:38.054498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-04T20:41:38.054895] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-04T20:41:38.055680] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-04T20:41:38.055731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:38.055762] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:38.055787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:38.055840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:38.111164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:38.111967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:38.112045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:38.112075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:38.227143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:38.227249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:38.227283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:38.227310] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:38.230519] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-04T20:41:38.230787] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-04T20:41:38.230903] [INFO ] [sig       ] NOG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:38.368252] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NOG.txt
[2025-12-04T20:41:38.368367] [INFO ] [sig       ] [2220/3547] Completed NOG in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-04T20:41:38.368402] [INFO ] [sig       ] [2221/3547] Forecasting NOMD...
[2025-12-04T20:41:38.368429] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-04T20:41:38.368458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-04T20:41:38.379881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-04T20:41:38.380167] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-04T20:41:38.380918] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-04T20:41:38.380966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:38.380995] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:38.381021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:38.381074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:38.436657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:38.437223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:38.437297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:38.437327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:38.553520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:38.553642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:38.553682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:38.553708] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:38.556764] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-04T20:41:38.557013] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-04T20:41:38.557129] [INFO ] [sig       ] NOMD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:38.692974] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NOMD.txt
[2025-12-04T20:41:38.693073] [INFO ] [sig       ] [2221/3547] Completed NOMD in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-04T20:41:38.693108] [INFO ] [sig       ] [2222/3547] Forecasting NOTE...
[2025-12-04T20:41:38.693135] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-04T20:41:38.693162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-04T20:41:38.703945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-04T20:41:38.704210] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-04T20:41:38.705000] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-04T20:41:38.705060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:38.705092] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:38.705119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:38.705175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:38.764051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:38.764664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:38.764740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:38.764772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:38.881387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:38.881481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:38.881514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:38.881542] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:38.884586] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-04T20:41:38.884839] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-04T20:41:38.884951] [INFO ] [sig       ] NOTE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:39.032702] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NOTE.txt
[2025-12-04T20:41:39.032819] [INFO ] [sig       ] [2222/3547] Completed NOTE in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-04T20:41:39.032854] [INFO ] [sig       ] [2223/3547] Forecasting NPCE...
[2025-12-04T20:41:39.032882] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-04T20:41:39.032910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-04T20:41:39.043552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-04T20:41:39.043830] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-04T20:41:39.044556] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-04T20:41:39.044624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:39.044678] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:39.044705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:39.044760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:39.102735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:39.103357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:39.103433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:39.103465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:39.226960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:39.227049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:39.227081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:39.227108] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:39.230102] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-12-04T20:41:39.230350] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-04T20:41:39.230460] [INFO ] [sig       ] NPCE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:39.380600] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NPCE.txt
[2025-12-04T20:41:39.380720] [INFO ] [sig       ] [2223/3547] Completed NPCE in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:39.380756] [INFO ] [sig       ] [2224/3547] Forecasting NPFD...
[2025-12-04T20:41:39.380784] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-04T20:41:39.380811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-04T20:41:39.391323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-04T20:41:39.391595] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-04T20:41:39.392339] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-04T20:41:39.392388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:39.392417] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:39.392443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:39.392496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:39.452625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:39.453620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:39.453703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:39.453733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:39.572346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:39.572480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:39.572517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:39.572544] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:39.575861] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=73.70%)
[2025-12-04T20:41:39.576141] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-04T20:41:39.576268] [INFO ] [sig       ] NPFD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:39.712350] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NPFD.txt
[2025-12-04T20:41:39.712463] [INFO ] [sig       ] [2224/3547] Completed NPFD in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:39.712498] [INFO ] [sig       ] [2225/3547] Forecasting NPK...
[2025-12-04T20:41:39.712526] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-04T20:41:39.712554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-04T20:41:39.723715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-04T20:41:39.723994] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-04T20:41:39.724771] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-04T20:41:39.724819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:39.724850] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:39.724875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:39.724927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:39.781770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:39.782385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:39.782462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:39.782493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:39.903253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:39.903384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:39.903420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:39.903446] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:39.906688] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-04T20:41:39.906950] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-04T20:41:39.907075] [INFO ] [sig       ] NPK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:40.088231] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NPK.txt
[2025-12-04T20:41:40.088377] [INFO ] [sig       ] [2225/3547] Completed NPK in 0.4s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:40.088420] [INFO ] [sig       ] [2226/3547] Forecasting NPO...
[2025-12-04T20:41:40.088449] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-04T20:41:40.088478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-04T20:41:40.099913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-04T20:41:40.100211] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-04T20:41:40.101035] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-04T20:41:40.101085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:40.101116] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:40.101142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:40.101197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:40.158246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:40.158889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:40.158962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:40.158992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:40.275985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:40.276117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:40.276154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:40.276211] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:40.280148] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-04T20:41:40.280409] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-04T20:41:40.280525] [INFO ] [sig       ] NPO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:40.418329] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NPO.txt
[2025-12-04T20:41:40.418441] [INFO ] [sig       ] [2226/3547] Completed NPO in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:40.418476] [INFO ] [sig       ] [2227/3547] Forecasting NQP...
[2025-12-04T20:41:40.418503] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-04T20:41:40.418531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-04T20:41:40.430124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-04T20:41:40.430393] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-04T20:41:40.431197] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-04T20:41:40.431246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:40.431276] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:40.431301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:40.431355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:40.487592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:40.488191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:40.488283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:40.488315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:40.607992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:40.608126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:40.608162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:40.608190] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:40.611516] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=39.71%)
[2025-12-04T20:41:40.611817] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-04T20:41:40.611931] [INFO ] [sig       ] NQP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:40.750442] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NQP.txt
[2025-12-04T20:41:40.750603] [INFO ] [sig       ] [2227/3547] Completed NQP in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:40.750642] [INFO ] [sig       ] [2228/3547] Forecasting NRC...
[2025-12-04T20:41:40.750670] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-04T20:41:40.750698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-04T20:41:40.761961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-04T20:41:40.762251] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-04T20:41:40.763013] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-04T20:41:40.763061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:40.763090] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:40.763115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:40.763170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:40.818465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:40.819153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:40.819231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:40.819261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:40.938108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:40.938288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:40.938330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:40.938358] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:40.941809] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=39.42%)
[2025-12-04T20:41:40.942066] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-04T20:41:40.942182] [INFO ] [sig       ] NRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:41.077103] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NRC.txt
[2025-12-04T20:41:41.077227] [INFO ] [sig       ] [2228/3547] Completed NRC in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:41.077268] [INFO ] [sig       ] [2229/3547] Forecasting NRDS...
[2025-12-04T20:41:41.077296] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-04T20:41:41.077325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-04T20:41:41.088554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-04T20:41:41.088894] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-04T20:41:41.089660] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-04T20:41:41.089709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:41.089738] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:41.089762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:41.089813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:41.144317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:41.145011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:41.145086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:41.145117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:41.260986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:41.261135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:41.261206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:41.261234] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:41.264498] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-04T20:41:41.264773] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-04T20:41:41.264891] [INFO ] [sig       ] NRDS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:41.399649] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NRDS.txt
[2025-12-04T20:41:41.399786] [INFO ] [sig       ] [2229/3547] Completed NRDS in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:41.399824] [INFO ] [sig       ] [2230/3547] Forecasting NREF...
[2025-12-04T20:41:41.399852] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-04T20:41:41.399879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-04T20:41:41.410867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-04T20:41:41.411171] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-04T20:41:41.411922] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-04T20:41:41.411975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:41.412006] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:41.412031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:41.412084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:41.466783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:41.467477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:41.467553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:41.467600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:41.588334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:41.588513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:41.588558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:41.588604] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:41.592031] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-04T20:41:41.592288] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-04T20:41:41.592407] [INFO ] [sig       ] NREF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:41.727815] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NREF.txt
[2025-12-04T20:41:41.727944] [INFO ] [sig       ] [2230/3547] Completed NREF in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:41.727982] [INFO ] [sig       ] [2231/3547] Forecasting NRG...
[2025-12-04T20:41:41.728011] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-04T20:41:41.728038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-04T20:41:41.740229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-04T20:41:41.740642] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-04T20:41:41.741432] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-04T20:41:41.741483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:41.741513] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:41.741539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:41.741612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:41.797136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:41.798055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:41.798137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:41.798167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:41.920556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:41.920719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:41.920758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:41.920784] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:41.924097] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-04T20:41:41.924360] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-04T20:41:41.924478] [INFO ] [sig       ] NRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:42.066773] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NRG.txt
[2025-12-04T20:41:42.066954] [INFO ] [sig       ] [2231/3547] Completed NRG in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:42.067002] [INFO ] [sig       ] [2232/3547] Forecasting NRIM...
[2025-12-04T20:41:42.067051] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-04T20:41:42.067090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-04T20:41:42.078793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-04T20:41:42.079126] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-04T20:41:42.080007] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-04T20:41:42.080069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:42.080107] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:42.080136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:42.080190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:42.138064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:42.138869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:42.138945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:42.138975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:42.263328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:42.263481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:42.263518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:42.263544] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:42.266815] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-04T20:41:42.267076] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-04T20:41:42.267191] [INFO ] [sig       ] NRIM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:42.408644] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NRIM.txt
[2025-12-04T20:41:42.408806] [INFO ] [sig       ] [2232/3547] Completed NRIM in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:42.408845] [INFO ] [sig       ] [2233/3547] Forecasting NRIX...
[2025-12-04T20:41:42.408874] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-04T20:41:42.408903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-04T20:41:42.420855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-04T20:41:42.421253] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-04T20:41:42.422047] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-04T20:41:42.422100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:42.422145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:42.422171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:42.422224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:42.480137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:42.481012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:42.481159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:42.481193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:42.615105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:42.615284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:42.615332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:42.615362] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:42.619107] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-04T20:41:42.619456] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-04T20:41:42.619625] [INFO ] [sig       ] NRIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:42.760173] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NRIX.txt
[2025-12-04T20:41:42.760301] [INFO ] [sig       ] [2233/3547] Completed NRIX in 0.4s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:42.760338] [INFO ] [sig       ] [2234/3547] Forecasting NRK...
[2025-12-04T20:41:42.760366] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-04T20:41:42.760394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-04T20:41:42.775659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-04T20:41:42.776123] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-04T20:41:42.777177] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-04T20:41:42.777240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:42.777282] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:42.777318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:42.777396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:42.844555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:42.845438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:42.845526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:42.845565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:42.964280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:42.964431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:42.964471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:42.964499] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:42.968007] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-04T20:41:42.968338] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-04T20:41:42.968483] [INFO ] [sig       ] NRK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:43.112728] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NRK.txt
[2025-12-04T20:41:43.112867] [INFO ] [sig       ] [2234/3547] Completed NRK in 0.4s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:43.112905] [INFO ] [sig       ] [2235/3547] Forecasting NRP...
[2025-12-04T20:41:43.112934] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-04T20:41:43.112968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-04T20:41:43.125069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-04T20:41:43.125459] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-04T20:41:43.126332] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-04T20:41:43.126384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:43.126413] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:43.126438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:43.126493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:43.184706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:43.185516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:43.185615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:43.185650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:43.305675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:43.305830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:43.305886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:43.305930] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:43.312775] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=64.69%)
[2025-12-04T20:41:43.313069] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-04T20:41:43.313195] [INFO ] [sig       ] NRP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:43.457530] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NRP.txt
[2025-12-04T20:41:43.457683] [INFO ] [sig       ] [2235/3547] Completed NRP in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:43.457722] [INFO ] [sig       ] [2236/3547] Forecasting NRXP...
[2025-12-04T20:41:43.457749] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-04T20:41:43.457778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-04T20:41:43.469204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-04T20:41:43.469469] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-04T20:41:43.470263] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-04T20:41:43.470312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:43.470342] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:43.470366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:43.470419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:43.525616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:43.526312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:43.526388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:43.526418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:43.641519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:43.641693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:43.641732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:43.641759] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:43.645024] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-04T20:41:43.645283] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-04T20:41:43.645403] [INFO ] [sig       ] NRXP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:43.782315] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NRXP.txt
[2025-12-04T20:41:43.782487] [INFO ] [sig       ] [2236/3547] Completed NRXP in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:43.782525] [INFO ] [sig       ] [2237/3547] Forecasting NSC...
[2025-12-04T20:41:43.782561] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-04T20:41:43.782613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-04T20:41:43.797003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-04T20:41:43.797436] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-04T20:41:43.798461] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-04T20:41:43.798523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:43.798566] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:43.798634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:43.798713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:43.860163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:43.860991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:43.861073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:43.861104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:43.978645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:43.978804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:43.978842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:43.978869] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:43.982180] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-04T20:41:43.982463] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-04T20:41:43.982604] [INFO ] [sig       ] NSC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:44.121121] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NSC.txt
[2025-12-04T20:41:44.121271] [INFO ] [sig       ] [2237/3547] Completed NSC in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-04T20:41:44.121308] [INFO ] [sig       ] [2238/3547] Forecasting NSP...
[2025-12-04T20:41:44.121335] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-04T20:41:44.121364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-04T20:41:44.132264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-04T20:41:44.132624] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-04T20:41:44.133373] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-04T20:41:44.133421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:44.133450] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:44.133475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:44.133529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:44.190307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:44.191149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:44.191233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:44.191265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:44.315998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:44.316182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:44.316226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:44.316253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:44.319739] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=56.63%)
[2025-12-04T20:41:44.320012] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-04T20:41:44.320135] [INFO ] [sig       ] NSP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:44.459814] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NSP.txt
[2025-12-04T20:41:44.459944] [INFO ] [sig       ] [2238/3547] Completed NSP in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-04T20:41:44.459982] [INFO ] [sig       ] [2239/3547] Forecasting NSSC...
[2025-12-04T20:41:44.460009] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-04T20:41:44.460037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-04T20:41:44.471289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-04T20:41:44.471596] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-04T20:41:44.472339] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-04T20:41:44.472388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:44.472418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:44.472443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:44.472497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:44.527744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:44.528377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:44.528450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:44.528481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:44.650702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:44.650848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:44.650886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:44.650915] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:44.654267] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=84.44%)
[2025-12-04T20:41:44.654532] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-04T20:41:44.654670] [INFO ] [sig       ] NSSC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:44.795911] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NSSC.txt
[2025-12-04T20:41:44.796033] [INFO ] [sig       ] [2239/3547] Completed NSSC in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-04T20:41:44.796069] [INFO ] [sig       ] [2240/3547] Forecasting NTAP...
[2025-12-04T20:41:44.796095] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-04T20:41:44.796123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-04T20:41:44.807430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-04T20:41:44.807712] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-04T20:41:44.808464] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-04T20:41:44.808513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:44.808568] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:44.808615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:44.808669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:44.864519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:44.865110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:44.865182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:44.865212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:44.982564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:44.982721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:44.982759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:44.982804] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:44.986006] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2025-12-04T20:41:44.986266] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-04T20:41:44.986381] [INFO ] [sig       ] NTAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:45.125952] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NTAP.txt
[2025-12-04T20:41:45.126087] [INFO ] [sig       ] [2240/3547] Completed NTAP in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:45.126129] [INFO ] [sig       ] [2241/3547] Forecasting NTB...
[2025-12-04T20:41:45.126156] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-04T20:41:45.126184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-04T20:41:45.138109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-04T20:41:45.138465] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-04T20:41:45.139267] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-04T20:41:45.139316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:45.139346] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:45.139371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:45.139423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:45.194042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:45.194636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:45.194711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:45.194741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:45.307897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:45.308042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:45.308080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:45.308107] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:45.311501] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-04T20:41:45.311789] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-04T20:41:45.311912] [INFO ] [sig       ] NTB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:45.452978] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NTB.txt
[2025-12-04T20:41:45.453128] [INFO ] [sig       ] [2241/3547] Completed NTB in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:45.453164] [INFO ] [sig       ] [2242/3547] Forecasting NTES...
[2025-12-04T20:41:45.453191] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-04T20:41:45.453220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-04T20:41:45.464485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-04T20:41:45.464837] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-04T20:41:45.465618] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-04T20:41:45.465667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:45.465697] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:45.465722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:45.465775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:45.521202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:45.522015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:45.522096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:45.522144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:45.644157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:45.644304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:45.644342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:45.644369] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:45.647637] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-04T20:41:45.647901] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-04T20:41:45.648020] [INFO ] [sig       ] NTES: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:45.791095] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NTES.txt
[2025-12-04T20:41:45.791234] [INFO ] [sig       ] [2242/3547] Completed NTES in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:45.791271] [INFO ] [sig       ] [2243/3547] Forecasting NTIC...
[2025-12-04T20:41:45.791298] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-04T20:41:45.791328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-04T20:41:45.801840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-04T20:41:45.802160] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-04T20:41:45.802928] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-04T20:41:45.802977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:45.803006] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:45.803031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:45.803085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:45.858528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:45.859361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:45.859440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:45.859471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:45.964981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:45.965131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:45.965170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:45.965234] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:45.968549] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-04T20:41:45.968847] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-04T20:41:45.968971] [INFO ] [sig       ] NTIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:46.109532] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NTIC.txt
[2025-12-04T20:41:46.109700] [INFO ] [sig       ] [2243/3547] Completed NTIC in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:46.109743] [INFO ] [sig       ] [2244/3547] Forecasting NTLA...
[2025-12-04T20:41:46.109772] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-04T20:41:46.109802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-04T20:41:46.120785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-04T20:41:46.121123] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-04T20:41:46.121906] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-04T20:41:46.121955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:46.121985] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:46.122024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:46.122079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:46.177633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:46.178507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:46.178611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:46.178645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:46.300162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:46.300311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:46.300351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:46.300379] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:46.303782] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-04T20:41:46.304055] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-04T20:41:46.304177] [INFO ] [sig       ] NTLA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:46.445270] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NTLA.txt
[2025-12-04T20:41:46.445398] [INFO ] [sig       ] [2244/3547] Completed NTLA in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:46.445435] [INFO ] [sig       ] [2245/3547] Forecasting NTNX...
[2025-12-04T20:41:46.445463] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-04T20:41:46.445492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-04T20:41:46.456642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-04T20:41:46.456901] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-04T20:41:46.457677] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-04T20:41:46.457726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:46.457757] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:46.457782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:46.457837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:46.513276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:46.513952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:46.514033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:46.514064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:46.634085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:46.634239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:46.634277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:46.634306] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:46.637630] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-04T20:41:46.637918] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-04T20:41:46.638044] [INFO ] [sig       ] NTNX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:46.774418] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NTNX.txt
[2025-12-04T20:41:46.774540] [INFO ] [sig       ] [2245/3547] Completed NTNX in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:46.774593] [INFO ] [sig       ] [2246/3547] Forecasting NTRA...
[2025-12-04T20:41:46.774623] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-04T20:41:46.774653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-04T20:41:46.787168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-04T20:41:46.787538] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-04T20:41:46.788362] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-04T20:41:46.788412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:46.788442] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:46.788467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:46.788520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:46.843942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:46.844813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:46.844905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:46.844935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:46.962060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:46.962214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:46.962252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:46.962280] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:46.965635] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-04T20:41:46.965923] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-04T20:41:46.966049] [INFO ] [sig       ] NTRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:47.110621] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NTRA.txt
[2025-12-04T20:41:47.110837] [INFO ] [sig       ] [2246/3547] Completed NTRA in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:47.110880] [INFO ] [sig       ] [2247/3547] Forecasting NTRB...
[2025-12-04T20:41:47.110910] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-04T20:41:47.110941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-04T20:41:47.123139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-04T20:41:47.123549] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-04T20:41:47.124373] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-04T20:41:47.124424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:47.124457] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:47.124482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:47.124535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:47.181374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:47.182303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:47.182386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:47.182418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:47.297095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:47.297258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:47.297300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:47.297329] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:47.300856] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-04T20:41:47.301199] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-04T20:41:47.301338] [INFO ] [sig       ] NTRB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:47.449722] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NTRB.txt
[2025-12-04T20:41:47.449883] [INFO ] [sig       ] [2247/3547] Completed NTRB in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:47.449921] [INFO ] [sig       ] [2248/3547] Forecasting NTRS...
[2025-12-04T20:41:47.449949] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-04T20:41:47.449984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-04T20:41:47.461634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-04T20:41:47.461937] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-04T20:41:47.462722] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-04T20:41:47.462771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:47.462800] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:47.462826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:47.462879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:47.518854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:47.519563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:47.519673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:47.519706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:47.640353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:47.640510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:47.640551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:47.640602] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:47.644027] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=38.62%)
[2025-12-04T20:41:47.644302] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-04T20:41:47.644427] [INFO ] [sig       ] NTRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:47.781651] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NTRS.txt
[2025-12-04T20:41:47.781779] [INFO ] [sig       ] [2248/3547] Completed NTRS in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:47.781815] [INFO ] [sig       ] [2249/3547] Forecasting NTRSO...
[2025-12-04T20:41:47.781843] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-04T20:41:47.781871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-04T20:41:47.793461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-04T20:41:47.793785] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-04T20:41:47.794559] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-04T20:41:47.794628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:47.794660] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:47.794685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:47.794739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:47.855609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:47.856448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:47.856524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:47.856556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:47.980460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:47.980627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:47.980667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:47.980694] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:47.984071] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=81.52%)
[2025-12-04T20:41:47.984366] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-04T20:41:47.984500] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:48.130244] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NTRSO.txt
[2025-12-04T20:41:48.130396] [INFO ] [sig       ] [2249/3547] Completed NTRSO in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:48.130433] [INFO ] [sig       ] [2250/3547] Forecasting NUKK...
[2025-12-04T20:41:48.130461] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-04T20:41:48.130490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-04T20:41:48.142439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-04T20:41:48.142780] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-04T20:41:48.143542] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-04T20:41:48.143612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:48.143644] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:48.143670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:48.143724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:48.202293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:48.203228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:48.203348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:48.203382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:48.322459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:48.322623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:48.322665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:48.322693] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:48.326338] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-04T20:41:48.326641] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-04T20:41:48.326767] [INFO ] [sig       ] NUKK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:48.468101] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NUKK.txt
[2025-12-04T20:41:48.468246] [INFO ] [sig       ] [2250/3547] Completed NUKK in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:48.468306] [INFO ] [sig       ] [2251/3547] Forecasting NUS...
[2025-12-04T20:41:48.468335] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-04T20:41:48.468364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-04T20:41:48.479986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-04T20:41:48.480314] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-04T20:41:48.481129] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-04T20:41:48.481179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:48.481230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:48.481258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:48.481312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:48.537678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:48.538299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:48.538380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:48.538412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:48.660405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:48.660559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:48.660616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:48.660669] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:48.664085] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-04T20:41:48.664377] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-04T20:41:48.664501] [INFO ] [sig       ] NUS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:48.802127] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NUS.txt
[2025-12-04T20:41:48.802231] [INFO ] [sig       ] [2251/3547] Completed NUS in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:48.802266] [INFO ] [sig       ] [2252/3547] Forecasting NUTX...
[2025-12-04T20:41:48.802292] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-04T20:41:48.802319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-04T20:41:48.813934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-04T20:41:48.814201] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-04T20:41:48.814957] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-04T20:41:48.815006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:48.815036] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:48.815061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:48.815115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:48.872347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:48.872972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:48.873048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:48.873079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:48.999489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:48.999651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:48.999690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:48.999718] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:49.003007] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=89.90%)
[2025-12-04T20:41:49.003270] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-04T20:41:49.003386] [INFO ] [sig       ] NUTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:49.138749] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NUTX.txt
[2025-12-04T20:41:49.138868] [INFO ] [sig       ] [2252/3547] Completed NUTX in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:49.138904] [INFO ] [sig       ] [2253/3547] Forecasting NUVB...
[2025-12-04T20:41:49.138931] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-04T20:41:49.138959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-04T20:41:49.151198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-04T20:41:49.151567] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-04T20:41:49.152453] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-04T20:41:49.152511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:49.152544] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:49.152592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:49.152675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:49.208163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:49.209150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:49.209243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:49.209273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:49.329361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:49.329533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:49.329589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:49.329620] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:49.333063] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-04T20:41:49.333339] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-04T20:41:49.333464] [INFO ] [sig       ] NUVB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:49.469064] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NUVB.txt
[2025-12-04T20:41:49.469279] [INFO ] [sig       ] [2253/3547] Completed NUVB in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:49.469320] [INFO ] [sig       ] [2254/3547] Forecasting NUVL...
[2025-12-04T20:41:49.469349] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-04T20:41:49.469379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-04T20:41:49.482093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-04T20:41:49.482509] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-04T20:41:49.483375] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-04T20:41:49.483428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:49.483459] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:49.483483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:49.483538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:49.539373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:49.540269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:49.540352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:49.540384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:49.662922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:49.663104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:49.663144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:49.663170] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:49.666627] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-04T20:41:49.666907] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-04T20:41:49.667028] [INFO ] [sig       ] NUVL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:49.804887] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NUVL.txt
[2025-12-04T20:41:49.805040] [INFO ] [sig       ] [2254/3547] Completed NUVL in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:49.805077] [INFO ] [sig       ] [2255/3547] Forecasting NUWE...
[2025-12-04T20:41:49.805104] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-04T20:41:49.805135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-04T20:41:49.819615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-04T20:41:49.820061] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-04T20:41:49.821165] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-04T20:41:49.821230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:49.821280] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:49.821323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:49.821420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:49.904765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:49.905624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:49.905703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:49.905734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:50.020303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:50.020462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:50.020500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:50.020527] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:50.023819] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-04T20:41:50.024091] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-04T20:41:50.024218] [INFO ] [sig       ] NUWE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:50.161695] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NUWE.txt
[2025-12-04T20:41:50.161823] [INFO ] [sig       ] [2255/3547] Completed NUWE in 0.4s | 2.92 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-04T20:41:50.161860] [INFO ] [sig       ] [2256/3547] Forecasting NVA...
[2025-12-04T20:41:50.161886] [INFO ] [sig       ] Generating forecast for: NVA
[2025-12-04T20:41:50.161914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-12-04T20:41:50.173736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-12-04T20:41:50.174055] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-12-04T20:41:50.174840] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-12-04T20:41:50.174888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:50.174919] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:50.174943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:50.174996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:50.231027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:50.231951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:50.232046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:50.232076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:50.347813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:50.347970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:50.348008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:50.348036] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:50.351301] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-04T20:41:50.351561] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-12-04T20:41:50.351694] [INFO ] [sig       ] NVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:50.489984] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVA.txt
[2025-12-04T20:41:50.490136] [INFO ] [sig       ] [2256/3547] Completed NVA in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-04T20:41:50.490174] [INFO ] [sig       ] [2257/3547] Forecasting NVAX...
[2025-12-04T20:41:50.490212] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-04T20:41:50.490242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-04T20:41:50.502726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-04T20:41:50.503057] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-04T20:41:50.503828] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-04T20:41:50.503889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:50.503958] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:50.503985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:50.504050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:50.562885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:50.563697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:50.563778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:50.563810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:50.683635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:50.683793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:50.683832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:50.683860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:50.687382] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=69.64%)
[2025-12-04T20:41:50.687673] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-04T20:41:50.687796] [INFO ] [sig       ] NVAX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:50.824545] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NVAX.txt
[2025-12-04T20:41:50.824706] [INFO ] [sig       ] [2257/3547] Completed NVAX in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-04T20:41:50.824744] [INFO ] [sig       ] [2258/3547] Forecasting NVD...
[2025-12-04T20:41:50.824771] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-04T20:41:50.824800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-04T20:41:50.836083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-04T20:41:50.836414] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-04T20:41:50.837195] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-04T20:41:50.837244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:50.837274] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:50.837300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:50.837354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:50.894011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:50.894792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:50.894872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:50.894905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:51.012258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:51.012424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:51.012494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:51.012541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:51.016470] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-04T20:41:51.016865] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-04T20:41:51.017002] [INFO ] [sig       ] NVD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:51.158309] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVD.txt
[2025-12-04T20:41:51.158445] [INFO ] [sig       ] [2258/3547] Completed NVD in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:51.158482] [INFO ] [sig       ] [2259/3547] Forecasting NVDA...
[2025-12-04T20:41:51.158509] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-04T20:41:51.158538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-04T20:41:51.170634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-04T20:41:51.170967] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-04T20:41:51.171747] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-04T20:41:51.171795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:51.171825] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:51.171850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:51.171904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:51.227562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:51.228473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:51.228559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:51.228611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:51.349603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:51.349760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:51.349798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:51.349824] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:51.353093] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-04T20:41:51.353348] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-04T20:41:51.353462] [INFO ] [sig       ] NVDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:51.490674] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVDA.txt
[2025-12-04T20:41:51.490822] [INFO ] [sig       ] [2259/3547] Completed NVDA in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:51.490859] [INFO ] [sig       ] [2260/3547] Forecasting NVDD...
[2025-12-04T20:41:51.490886] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-04T20:41:51.490916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-04T20:41:51.501748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-04T20:41:51.502098] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-04T20:41:51.502871] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-04T20:41:51.502921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:51.502951] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:51.502976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:51.503029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:51.558161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:51.558897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:51.558972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:51.559003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:51.679103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:51.679269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:51.679307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:51.679375] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:51.682777] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2025-12-04T20:41:51.683086] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-04T20:41:51.683218] [INFO ] [sig       ] NVDD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:51.822050] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVDD.txt
[2025-12-04T20:41:51.822196] [INFO ] [sig       ] [2260/3547] Completed NVDD in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:51.822236] [INFO ] [sig       ] [2261/3547] Forecasting NVDL...
[2025-12-04T20:41:51.822266] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-04T20:41:51.822298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-04T20:41:51.834592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-04T20:41:51.834901] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-04T20:41:51.835672] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-04T20:41:51.835721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:51.835752] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:51.835777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:51.835831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:51.891550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:51.892217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:51.892302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:51.892336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:52.011193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:52.011345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:52.011383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:52.011412] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:52.014721] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-04T20:41:52.014982] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-04T20:41:52.015102] [INFO ] [sig       ] NVDL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:52.153781] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NVDL.txt
[2025-12-04T20:41:52.153938] [INFO ] [sig       ] [2261/3547] Completed NVDL in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:52.153974] [INFO ] [sig       ] [2262/3547] Forecasting NVDS...
[2025-12-04T20:41:52.154002] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-04T20:41:52.154030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-04T20:41:52.165567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-04T20:41:52.165964] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-04T20:41:52.166798] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-04T20:41:52.166850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:52.166879] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:52.166906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:52.166961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:52.223237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:52.224143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:52.224227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:52.224258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:52.342176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:52.342333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:52.342371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:52.342399] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:52.345670] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-04T20:41:52.345943] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-04T20:41:52.346061] [INFO ] [sig       ] NVDS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:52.487777] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVDS.txt
[2025-12-04T20:41:52.487950] [INFO ] [sig       ] [2262/3547] Completed NVDS in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:52.487989] [INFO ] [sig       ] [2263/3547] Forecasting NVEC...
[2025-12-04T20:41:52.488019] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-04T20:41:52.488050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-04T20:41:52.499277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-04T20:41:52.499657] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-04T20:41:52.500434] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-04T20:41:52.500484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:52.500515] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:52.500541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:52.500620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:52.557523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:52.558455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:52.558562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:52.558615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:52.674865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:52.675023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:52.675061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:52.675088] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:52.678438] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2025-12-04T20:41:52.678729] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-04T20:41:52.678854] [INFO ] [sig       ] NVEC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:52.818147] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVEC.txt
[2025-12-04T20:41:52.818294] [INFO ] [sig       ] [2263/3547] Completed NVEC in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:52.818332] [INFO ] [sig       ] [2264/3547] Forecasting NVG...
[2025-12-04T20:41:52.818358] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-04T20:41:52.818386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-04T20:41:52.830420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-04T20:41:52.830814] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-04T20:41:52.831629] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-04T20:41:52.831681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:52.831713] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:52.831741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:52.831798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:52.890924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:52.891797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:52.891883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:52.891917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:53.017044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:53.017230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:53.017273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:53.017300] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:53.020965] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-04T20:41:53.021278] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-04T20:41:53.021410] [INFO ] [sig       ] NVG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:53.163620] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NVG.txt
[2025-12-04T20:41:53.163772] [INFO ] [sig       ] [2264/3547] Completed NVG in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:53.163810] [INFO ] [sig       ] [2265/3547] Forecasting NVGS...
[2025-12-04T20:41:53.163838] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-04T20:41:53.163867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-04T20:41:53.175983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-04T20:41:53.176298] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-04T20:41:53.177071] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-04T20:41:53.177120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:53.177150] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:53.177175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:53.177228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:53.234898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:53.236068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:53.236170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:53.236203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:53.361185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:53.361398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:53.361443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:53.361471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:53.365188] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-12-04T20:41:53.365490] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-04T20:41:53.365649] [INFO ] [sig       ] NVGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:53.512416] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NVGS.txt
[2025-12-04T20:41:53.512633] [INFO ] [sig       ] [2265/3547] Completed NVGS in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:53.512696] [INFO ] [sig       ] [2266/3547] Forecasting NVMI...
[2025-12-04T20:41:53.512735] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-04T20:41:53.512779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-04T20:41:53.525651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-04T20:41:53.526055] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-04T20:41:53.526963] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-04T20:41:53.527014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:53.527044] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:53.527069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:53.527125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:53.584847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:53.585705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:53.585812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:53.585847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:53.702923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:53.703069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:53.703108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:53.703133] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:53.706406] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=31.61%)
[2025-12-04T20:41:53.706685] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-04T20:41:53.706799] [INFO ] [sig       ] NVMI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:53.845260] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVMI.txt
[2025-12-04T20:41:53.845394] [INFO ] [sig       ] [2266/3547] Completed NVMI in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:53.845430] [INFO ] [sig       ] [2267/3547] Forecasting NVO...
[2025-12-04T20:41:53.845457] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-04T20:41:53.845485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-04T20:41:53.856287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-04T20:41:53.856583] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-04T20:41:53.857343] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-04T20:41:53.857396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:53.857426] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:53.857452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:53.857506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:53.914728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:53.915423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:53.915531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:53.915564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:54.032535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:54.032697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:54.032736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:54.032764] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:54.036179] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-04T20:41:54.036451] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-04T20:41:54.036592] [INFO ] [sig       ] NVO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:54.178613] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVO.txt
[2025-12-04T20:41:54.178756] [INFO ] [sig       ] [2267/3547] Completed NVO in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:54.178794] [INFO ] [sig       ] [2268/3547] Forecasting NVRI...
[2025-12-04T20:41:54.178822] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-04T20:41:54.178851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-04T20:41:54.189364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-04T20:41:54.189674] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-04T20:41:54.190447] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-04T20:41:54.190508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:54.190540] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:54.190565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:54.190660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:54.248408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:54.249053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:54.249127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:54.249159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:54.369764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:54.369921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:54.369960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:54.369987] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:54.373396] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-04T20:41:54.373679] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-04T20:41:54.373798] [INFO ] [sig       ] NVRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:54.529323] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVRI.txt
[2025-12-04T20:41:54.529448] [INFO ] [sig       ] [2268/3547] Completed NVRI in 0.4s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:54.529484] [INFO ] [sig       ] [2269/3547] Forecasting NVS...
[2025-12-04T20:41:54.529510] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-04T20:41:54.529539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-04T20:41:54.540334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-04T20:41:54.540660] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-04T20:41:54.541417] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-04T20:41:54.541466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:54.541496] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:54.541522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:54.541595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:54.599216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:54.599930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:54.600008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:54.600040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:54.721369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:54.721517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:54.721555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:54.721625] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:54.724879] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-04T20:41:54.725134] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-04T20:41:54.725251] [INFO ] [sig       ] NVS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:54.866942] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVS.txt
[2025-12-04T20:41:54.867095] [INFO ] [sig       ] [2269/3547] Completed NVS in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:54.867131] [INFO ] [sig       ] [2270/3547] Forecasting NVTS...
[2025-12-04T20:41:54.867159] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-04T20:41:54.867189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-04T20:41:54.879498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-04T20:41:54.879858] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-04T20:41:54.880660] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-04T20:41:54.880709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:54.880741] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:54.880766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:54.880822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:54.937974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:54.938725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:54.938821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:54.938852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:55.051244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:55.051401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:55.051439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:55.051465] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:55.054751] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=38.21%)
[2025-12-04T20:41:55.055006] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-04T20:41:55.055121] [INFO ] [sig       ] NVTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:55.192425] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NVTS.txt
[2025-12-04T20:41:55.192600] [INFO ] [sig       ] [2270/3547] Completed NVTS in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:55.192650] [INFO ] [sig       ] [2271/3547] Forecasting NVX...
[2025-12-04T20:41:55.192687] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-04T20:41:55.192730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-04T20:41:55.204812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-04T20:41:55.205091] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-04T20:41:55.205921] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-04T20:41:55.205973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:55.206003] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:55.206030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:55.206085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:55.264296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:55.264960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:55.265037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:55.265068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:55.382755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:55.382903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:55.382941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:55.382967] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:55.386190] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-12-04T20:41:55.386448] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-04T20:41:55.386563] [INFO ] [sig       ] NVX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:55.522421] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NVX.txt
[2025-12-04T20:41:55.522543] [INFO ] [sig       ] [2271/3547] Completed NVX in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:55.522602] [INFO ] [sig       ] [2272/3547] Forecasting NWBI...
[2025-12-04T20:41:55.522633] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-04T20:41:55.522661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-04T20:41:55.534032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-04T20:41:55.534320] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-04T20:41:55.535127] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-04T20:41:55.535178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:55.535209] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:55.535235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:55.535292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:55.595706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:55.596514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:55.596616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:55.596652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:55.714367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:55.714519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:55.714557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:55.714608] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:55.717889] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-04T20:41:55.718145] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-04T20:41:55.718286] [INFO ] [sig       ] NWBI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:55.856914] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NWBI.txt
[2025-12-04T20:41:55.857042] [INFO ] [sig       ] [2272/3547] Completed NWBI in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:55.857077] [INFO ] [sig       ] [2273/3547] Forecasting NWE...
[2025-12-04T20:41:55.857105] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-04T20:41:55.857132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-04T20:41:55.868036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-04T20:41:55.868348] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-04T20:41:55.869161] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-04T20:41:55.869210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:55.869240] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:55.869265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:55.869319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:55.925205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:55.926021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:55.926099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:55.926131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:56.045080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:56.045225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:56.045262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:56.045289] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:56.048710] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2025-12-04T20:41:56.048972] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-04T20:41:56.049106] [INFO ] [sig       ] NWE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:56.186030] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NWE.txt
[2025-12-04T20:41:56.186148] [INFO ] [sig       ] [2273/3547] Completed NWE in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-04T20:41:56.186183] [INFO ] [sig       ] [2274/3547] Forecasting NWFL...
[2025-12-04T20:41:56.186211] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-04T20:41:56.186239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-04T20:41:56.197027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-04T20:41:56.197320] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-04T20:41:56.198247] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-04T20:41:56.198331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:56.198391] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:56.198418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:56.198474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:56.254783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:56.255417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:56.255491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:56.255521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:56.365013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:56.365179] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:41:56.365224] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:56.365257] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:56.368677] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2025-12-04T20:41:56.368943] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-04T20:41:56.369059] [INFO ] [sig       ] NWFL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:56.507022] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NWFL.txt
[2025-12-04T20:41:56.507151] [INFO ] [sig       ] [2274/3547] Completed NWFL in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-04T20:41:56.507187] [INFO ] [sig       ] [2275/3547] Forecasting NWG...
[2025-12-04T20:41:56.507215] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-04T20:41:56.507245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-04T20:41:56.518843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-04T20:41:56.519137] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-04T20:41:56.519977] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-04T20:41:56.520029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:56.520060] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:56.520087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:56.520142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:56.578009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:56.578744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:56.578823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:56.578855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:56.695537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:56.695696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:56.695756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:56.695785] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:56.699029] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-04T20:41:56.699283] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-04T20:41:56.699401] [INFO ] [sig       ] NWG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:56.836339] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NWG.txt
[2025-12-04T20:41:56.836466] [INFO ] [sig       ] [2275/3547] Completed NWG in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:56.836501] [INFO ] [sig       ] [2276/3547] Forecasting NWL...
[2025-12-04T20:41:56.836528] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-04T20:41:56.836557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-04T20:41:56.847269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-04T20:41:56.847559] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-04T20:41:56.848394] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-04T20:41:56.848445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:56.848475] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:56.848501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:56.848556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:56.906010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:56.906788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:56.906867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:56.906899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:57.026190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:57.026335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:57.026371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:57.026397] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:57.029654] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-12-04T20:41:57.029908] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-04T20:41:57.030025] [INFO ] [sig       ] NWL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:57.174006] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NWL.txt
[2025-12-04T20:41:57.174163] [INFO ] [sig       ] [2276/3547] Completed NWL in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:57.174200] [INFO ] [sig       ] [2277/3547] Forecasting NWPX...
[2025-12-04T20:41:57.174227] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-04T20:41:57.174258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-04T20:41:57.185209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-04T20:41:57.185558] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-04T20:41:57.186333] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-04T20:41:57.186386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:57.186415] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:57.186441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:57.186494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:57.242226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:57.242944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:57.243072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:57.243115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:57.365672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:57.365828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:57.365869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:57.365929] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:57.369215] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-04T20:41:57.369507] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-04T20:41:57.369643] [INFO ] [sig       ] NWPX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:57.508251] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NWPX.txt
[2025-12-04T20:41:57.508411] [INFO ] [sig       ] [2277/3547] Completed NWPX in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:57.508455] [INFO ] [sig       ] [2278/3547] Forecasting NWS...
[2025-12-04T20:41:57.508489] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-04T20:41:57.508521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-04T20:41:57.519190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-04T20:41:57.519471] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-04T20:41:57.520249] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-04T20:41:57.520299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:57.520328] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:57.520353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:57.520405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:57.576988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:57.577641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:57.577716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:57.577746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:57.700340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:57.700490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:57.700527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:57.700554] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:57.703813] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-04T20:41:57.704070] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-04T20:41:57.704186] [INFO ] [sig       ] NWS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:57.848935] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NWS.txt
[2025-12-04T20:41:57.849095] [INFO ] [sig       ] [2278/3547] Completed NWS in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:57.849132] [INFO ] [sig       ] [2279/3547] Forecasting NWSA...
[2025-12-04T20:41:57.849160] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-04T20:41:57.849190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-04T20:41:57.860190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-04T20:41:57.860560] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-04T20:41:57.861370] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-04T20:41:57.861431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:57.861481] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:57.861509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:57.861563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:57.917507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:57.918347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:57.918427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:57.918458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:58.034709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:58.034854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:58.034891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:58.034918] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:58.038152] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-04T20:41:58.038436] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-04T20:41:58.038553] [INFO ] [sig       ] NWSA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:58.178033] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NWSA.txt
[2025-12-04T20:41:58.178178] [INFO ] [sig       ] [2279/3547] Completed NWSA in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:58.178215] [INFO ] [sig       ] [2280/3547] Forecasting NX...
[2025-12-04T20:41:58.178242] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-04T20:41:58.178292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-04T20:41:58.190112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-04T20:41:58.190419] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-04T20:41:58.191245] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-04T20:41:58.191297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:58.191329] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:58.191357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:58.191413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:58.247477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:58.248301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:58.248388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:58.248420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:58.370693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:58.370842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:58.370882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:58.370909] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:58.374150] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-04T20:41:58.374407] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-04T20:41:58.374525] [INFO ] [sig       ] NX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:58.510663] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NX.txt
[2025-12-04T20:41:58.510784] [INFO ] [sig       ] [2280/3547] Completed NX in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:58.510820] [INFO ] [sig       ] [2281/3547] Forecasting NXC...
[2025-12-04T20:41:58.510846] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-04T20:41:58.510875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-04T20:41:58.522132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-04T20:41:58.522415] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-04T20:41:58.523238] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-04T20:41:58.523289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:58.523321] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:58.523347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:58.523403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:58.579770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:58.580429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:58.580517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:58.580547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:58.681754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:58.681896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:58.681933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:58.681961] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:58.685173] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=48.41%)
[2025-12-04T20:41:58.685428] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-04T20:41:58.685546] [INFO ] [sig       ] NXC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:58.825982] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NXC.txt
[2025-12-04T20:41:58.826121] [INFO ] [sig       ] [2281/3547] Completed NXC in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:58.826159] [INFO ] [sig       ] [2282/3547] Forecasting NXE...
[2025-12-04T20:41:58.826185] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-04T20:41:58.826214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-04T20:41:58.837735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-04T20:41:58.838011] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-04T20:41:58.838840] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-04T20:41:58.838892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:58.838922] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:58.838948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:58.839002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:58.896522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:58.897244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:58.897324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:58.897356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:59.014556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:59.014719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:59.014756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:59.014782] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:59.018020] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-04T20:41:59.018293] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-04T20:41:59.018411] [INFO ] [sig       ] NXE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:59.154892] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NXE.txt
[2025-12-04T20:41:59.155016] [INFO ] [sig       ] [2282/3547] Completed NXE in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:59.155054] [INFO ] [sig       ] [2283/3547] Forecasting NXG...
[2025-12-04T20:41:59.155084] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-04T20:41:59.155121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-04T20:41:59.165737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-04T20:41:59.166012] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-04T20:41:59.166771] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-04T20:41:59.166820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:59.166850] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:59.166875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:59.166928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:59.223275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:59.224108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:59.224186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:59.224217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:59.340271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:59.340424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:59.340465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:59.340492] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:59.343748] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-12-04T20:41:59.344007] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-04T20:41:59.344124] [INFO ] [sig       ] NXG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:41:59.482595] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NXG.txt
[2025-12-04T20:41:59.482762] [INFO ] [sig       ] [2283/3547] Completed NXG in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:59.482810] [INFO ] [sig       ] [2284/3547] Forecasting NXGL...
[2025-12-04T20:41:59.482845] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-04T20:41:59.482884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-04T20:41:59.494221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-04T20:41:59.494529] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-04T20:41:59.495306] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-04T20:41:59.495355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:59.495386] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:59.495412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:59.495468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:59.555808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:59.556624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:59.556762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:59.556804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:59.671210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:59.671361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:59.671401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:59.671428] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:41:59.674806] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-04T20:41:59.675066] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-04T20:41:59.675182] [INFO ] [sig       ] NXGL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:41:59.810605] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NXGL.txt
[2025-12-04T20:41:59.810728] [INFO ] [sig       ] [2284/3547] Completed NXGL in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:41:59.810763] [INFO ] [sig       ] [2285/3547] Forecasting NXP...
[2025-12-04T20:41:59.810791] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-04T20:41:59.810820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-04T20:41:59.822221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-04T20:41:59.822493] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-04T20:41:59.823244] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-04T20:41:59.823294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:41:59.823324] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:41:59.823349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:41:59.823403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:41:59.880598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:41:59.881625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:41:59.881711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:41:59.881743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:41:59.998723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:41:59.998895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:41:59.998934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:41:59.998962] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:00.002332] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-04T20:42:00.002622] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-04T20:42:00.002742] [INFO ] [sig       ] NXP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:00.143402] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NXP.txt
[2025-12-04T20:42:00.143556] [INFO ] [sig       ] [2285/3547] Completed NXP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:42:00.143615] [INFO ] [sig       ] [2286/3547] Forecasting NXPI...
[2025-12-04T20:42:00.143643] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-04T20:42:00.143672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-04T20:42:00.156238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-04T20:42:00.156644] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-04T20:42:00.157495] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-04T20:42:00.157547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:00.157598] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:00.157658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:00.157743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:00.220383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:00.221278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:00.221361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:00.221394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:00.341528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:00.341694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:00.341735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:00.341763] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:00.345152] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-12-04T20:42:00.345416] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-04T20:42:00.345535] [INFO ] [sig       ] NXPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:00.486589] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/NXPI.txt
[2025-12-04T20:42:00.486731] [INFO ] [sig       ] [2286/3547] Completed NXPI in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:42:00.486769] [INFO ] [sig       ] [2287/3547] Forecasting NYXH...
[2025-12-04T20:42:00.486797] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-04T20:42:00.486826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-04T20:42:00.501096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-04T20:42:00.501448] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-04T20:42:00.502441] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-04T20:42:00.502506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:00.502548] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:00.502603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:00.502692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:00.562888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:00.563687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:00.563824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:00.563874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:00.677505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:00.677655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:00.677693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:00.677720] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:00.681003] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-12-04T20:42:00.681266] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-04T20:42:00.681382] [INFO ] [sig       ] NYXH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:00.822498] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NYXH.txt
[2025-12-04T20:42:00.822662] [INFO ] [sig       ] [2287/3547] Completed NYXH in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:42:00.822702] [INFO ] [sig       ] [2288/3547] Forecasting NZF...
[2025-12-04T20:42:00.822729] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-04T20:42:00.822759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-04T20:42:00.834050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-04T20:42:00.834316] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-04T20:42:00.835081] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-04T20:42:00.835131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:00.835162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:00.835187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:00.835241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:00.890891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:00.891473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:00.891547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:00.891595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:01.011417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:01.011587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:01.011628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:01.011655] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:01.015008] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=78.46%)
[2025-12-04T20:42:01.015327] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-04T20:42:01.015464] [INFO ] [sig       ] NZF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:01.154086] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/NZF.txt
[2025-12-04T20:42:01.154220] [INFO ] [sig       ] [2288/3547] Completed NZF in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:42:01.154256] [INFO ] [sig       ] [2289/3547] Forecasting OABI...
[2025-12-04T20:42:01.154283] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-04T20:42:01.154313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-04T20:42:01.165610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-04T20:42:01.165946] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-04T20:42:01.166715] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-04T20:42:01.166764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:01.166794] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:01.166820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:01.166874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:01.222291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:01.223098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:01.223175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:01.223207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:01.342247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:01.342377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:01.342413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:01.342439] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:01.345627] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-04T20:42:01.345882] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-04T20:42:01.345997] [INFO ] [sig       ] OABI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:01.485367] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OABI.txt
[2025-12-04T20:42:01.485492] [INFO ] [sig       ] [2289/3547] Completed OABI in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:42:01.485528] [INFO ] [sig       ] [2290/3547] Forecasting OBDC...
[2025-12-04T20:42:01.485555] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-04T20:42:01.485601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-04T20:42:01.496694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-04T20:42:01.496954] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-04T20:42:01.497710] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-04T20:42:01.497759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:01.497789] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:01.497814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:01.497878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:01.553709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:01.554290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:01.554362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:01.554392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:01.669198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:01.669333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:01.669370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:01.669402] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:01.672632] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=62.22%)
[2025-12-04T20:42:01.672888] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-04T20:42:01.673003] [INFO ] [sig       ] OBDC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:01.809758] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OBDC.txt
[2025-12-04T20:42:01.809873] [INFO ] [sig       ] [2290/3547] Completed OBDC in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:42:01.809908] [INFO ] [sig       ] [2291/3547] Forecasting OBIL...
[2025-12-04T20:42:01.809936] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-04T20:42:01.809964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-04T20:42:01.821318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-04T20:42:01.821592] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-04T20:42:01.822326] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-04T20:42:01.822375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:01.822432] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:01.822458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:01.822512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:01.878599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:01.879267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:01.879341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:01.879372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:01.985955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:01.986088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:01.986123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:01.986150] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:01.989352] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-04T20:42:01.989631] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-04T20:42:01.989746] [INFO ] [sig       ] OBIL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:02.126211] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OBIL.txt
[2025-12-04T20:42:02.126360] [INFO ] [sig       ] [2291/3547] Completed OBIL in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-04T20:42:02.126397] [INFO ] [sig       ] [2292/3547] Forecasting OBIO...
[2025-12-04T20:42:02.126424] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-04T20:42:02.126453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-04T20:42:02.137320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-04T20:42:02.137621] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-04T20:42:02.138378] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-04T20:42:02.138438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:02.138469] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:02.138496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:02.138550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:02.193735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:02.194545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:02.194640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:02.194672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:02.307254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:02.307395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:02.307431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:02.307458] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:02.310675] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-12-04T20:42:02.310930] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-04T20:42:02.311046] [INFO ] [sig       ] OBIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:02.446869] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OBIO.txt
[2025-12-04T20:42:02.446994] [INFO ] [sig       ] [2292/3547] Completed OBIO in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:02.447031] [INFO ] [sig       ] [2293/3547] Forecasting OBK...
[2025-12-04T20:42:02.447058] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-04T20:42:02.447086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-04T20:42:02.458015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-04T20:42:02.458311] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-04T20:42:02.459074] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-04T20:42:02.459123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:02.459154] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:02.459179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:02.459238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:02.514756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:02.515357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:02.515430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:02.515459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:02.633843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:02.634090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:02.634138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:02.634167] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:02.638213] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-04T20:42:02.638590] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-04T20:42:02.638747] [INFO ] [sig       ] OBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:02.784749] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OBK.txt
[2025-12-04T20:42:02.784977] [INFO ] [sig       ] [2293/3547] Completed OBK in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:02.785021] [INFO ] [sig       ] [2294/3547] Forecasting OBLG...
[2025-12-04T20:42:02.785051] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-12-04T20:42:02.785084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-12-04T20:42:02.798199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-12-04T20:42:02.798642] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-12-04T20:42:02.799426] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-12-04T20:42:02.799476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:02.799505] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:02.799533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:02.799607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:02.854972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:02.855710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:02.855791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:02.855823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:02.966989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:02.967152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:02.967191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:02.967253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:02.970608] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-04T20:42:02.970872] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-12-04T20:42:02.970990] [INFO ] [sig       ] OBLG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:03.110592] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OBLG.txt
[2025-12-04T20:42:03.110720] [INFO ] [sig       ] [2294/3547] Completed OBLG in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:03.110756] [INFO ] [sig       ] [2295/3547] Forecasting OC...
[2025-12-04T20:42:03.110784] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-04T20:42:03.110813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-04T20:42:03.122768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-04T20:42:03.123153] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-04T20:42:03.123961] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-04T20:42:03.124013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:03.124043] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:03.124068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:03.124122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:03.182370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:03.183268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:03.183353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:03.183387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:03.307435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:03.307615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:03.307656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:03.307682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:03.311113] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-04T20:42:03.311390] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-04T20:42:03.311517] [INFO ] [sig       ] OC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:03.454249] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OC.txt
[2025-12-04T20:42:03.454404] [INFO ] [sig       ] [2295/3547] Completed OC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:03.454447] [INFO ] [sig       ] [2296/3547] Forecasting OCCI...
[2025-12-04T20:42:03.454475] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-04T20:42:03.454503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-04T20:42:03.465916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-04T20:42:03.466216] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-04T20:42:03.466987] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-04T20:42:03.467036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:03.467066] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:03.467091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:03.467146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:03.522317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:03.522912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:03.522985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:03.523016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:03.637994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:03.638135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:03.638172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:03.638198] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:03.641416] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-04T20:42:03.641698] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-04T20:42:03.641815] [INFO ] [sig       ] OCCI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:03.777711] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OCCI.txt
[2025-12-04T20:42:03.777834] [INFO ] [sig       ] [2296/3547] Completed OCCI in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:03.777870] [INFO ] [sig       ] [2297/3547] Forecasting OCFC...
[2025-12-04T20:42:03.777897] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-04T20:42:03.777927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-04T20:42:03.789969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-04T20:42:03.790378] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-04T20:42:03.791264] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-04T20:42:03.791318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:03.791350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:03.791376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:03.791433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:03.850416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:03.851339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:03.851431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:03.851465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:03.970506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:03.970697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:03.970736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:03.970762] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:03.974159] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-04T20:42:03.974486] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-04T20:42:03.974641] [INFO ] [sig       ] OCFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:04.115768] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OCFC.txt
[2025-12-04T20:42:04.115922] [INFO ] [sig       ] [2297/3547] Completed OCFC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:04.115960] [INFO ] [sig       ] [2298/3547] Forecasting OCGN...
[2025-12-04T20:42:04.115989] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-04T20:42:04.116018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-04T20:42:04.127780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-04T20:42:04.128161] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-04T20:42:04.129042] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-04T20:42:04.129095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:04.129126] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:04.129155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:04.129216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:04.189223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:04.190132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:04.190216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:04.190249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:04.313422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:04.313598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:04.313640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:04.313668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:04.317106] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-04T20:42:04.317382] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-04T20:42:04.317508] [INFO ] [sig       ] OCGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:04.464902] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OCGN.txt
[2025-12-04T20:42:04.465053] [INFO ] [sig       ] [2298/3547] Completed OCGN in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:04.465092] [INFO ] [sig       ] [2299/3547] Forecasting OCSL...
[2025-12-04T20:42:04.465120] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-04T20:42:04.465149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-04T20:42:04.476565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-04T20:42:04.476951] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-04T20:42:04.477752] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-04T20:42:04.477804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:04.477836] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:04.477862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:04.477920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:04.536342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:04.537230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:04.537317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:04.537349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:04.656391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:04.656555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:04.656644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:04.656677] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:04.660052] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-04T20:42:04.660321] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-04T20:42:04.660443] [INFO ] [sig       ] OCSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:04.800258] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OCSL.txt
[2025-12-04T20:42:04.800409] [INFO ] [sig       ] [2299/3547] Completed OCSL in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:04.800447] [INFO ] [sig       ] [2300/3547] Forecasting OCUL...
[2025-12-04T20:42:04.800475] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-04T20:42:04.800510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-04T20:42:04.811802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-04T20:42:04.812144] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-04T20:42:04.812968] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-04T20:42:04.813021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:04.813050] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:04.813076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:04.813129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:04.870192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:04.871076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:04.871156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:04.871190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:04.995127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:04.995249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:04.995289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:04.995317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:04.998588] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-04T20:42:04.998855] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-04T20:42:04.998980] [INFO ] [sig       ] OCUL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:05.143784] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OCUL.txt
[2025-12-04T20:42:05.143898] [INFO ] [sig       ] [2300/3547] Completed OCUL in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:05.143933] [INFO ] [sig       ] [2301/3547] Forecasting ODC...
[2025-12-04T20:42:05.143961] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-04T20:42:05.143988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-04T20:42:05.155039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-04T20:42:05.155372] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-04T20:42:05.156207] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-04T20:42:05.156259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:05.156290] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:05.156318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:05.156375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:05.216267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:05.216975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:05.217078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:05.217112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:05.335501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:05.335665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:05.335706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:05.335735] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:05.339246] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-04T20:42:05.339514] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-04T20:42:05.339658] [INFO ] [sig       ] ODC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:05.486831] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ODC.txt
[2025-12-04T20:42:05.486961] [INFO ] [sig       ] [2301/3547] Completed ODC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:05.487002] [INFO ] [sig       ] [2302/3547] Forecasting ODD...
[2025-12-04T20:42:05.487036] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-04T20:42:05.487074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-04T20:42:05.498294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-04T20:42:05.498601] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-04T20:42:05.499369] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-04T20:42:05.499420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:05.499451] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:05.499477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:05.499532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:05.557522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:05.558128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:05.558205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:05.558236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:05.681326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:05.681450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:05.681489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:05.681521] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:05.684899] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-04T20:42:05.685174] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-04T20:42:05.685294] [INFO ] [sig       ] ODD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:05.832120] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ODD.txt
[2025-12-04T20:42:05.832233] [INFO ] [sig       ] [2302/3547] Completed ODD in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:05.832268] [INFO ] [sig       ] [2303/3547] Forecasting ODFL...
[2025-12-04T20:42:05.832295] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-04T20:42:05.832323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-04T20:42:05.843956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-04T20:42:05.844216] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-04T20:42:05.844981] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-04T20:42:05.845030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:05.845071] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:05.845097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:05.845151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:05.905105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:05.905797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:05.905873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:05.905904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:06.027874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:06.028015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:06.028053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:06.028081] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:06.031441] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-04T20:42:06.031721] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-04T20:42:06.031841] [INFO ] [sig       ] ODFL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:06.168245] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ODFL.txt
[2025-12-04T20:42:06.168403] [INFO ] [sig       ] [2303/3547] Completed ODFL in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:06.168440] [INFO ] [sig       ] [2304/3547] Forecasting ODP...
[2025-12-04T20:42:06.168467] [INFO ] [sig       ] Generating forecast for: ODP
[2025-12-04T20:42:06.168497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-12-04T20:42:06.180152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-12-04T20:42:06.180427] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-12-04T20:42:06.181184] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-12-04T20:42:06.181233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:06.181265] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:06.181291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:06.181346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:06.236354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:06.237156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:06.237236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:06.237270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:06.355812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:06.355962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:06.356001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:06.356029] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:06.359380] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-04T20:42:06.359666] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-12-04T20:42:06.359786] [INFO ] [sig       ] ODP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:06.506540] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ODP.txt
[2025-12-04T20:42:06.506831] [INFO ] [sig       ] [2304/3547] Completed ODP in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:06.506876] [INFO ] [sig       ] [2305/3547] Forecasting OEC...
[2025-12-04T20:42:06.506917] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-04T20:42:06.506949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-04T20:42:06.520731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-04T20:42:06.521301] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-04T20:42:06.522225] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-04T20:42:06.522276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:06.522309] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:06.522334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:06.522390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:06.580862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:06.581969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:06.582064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:06.582097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:06.703303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:06.703524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:06.703666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:06.703703] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:06.707652] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=69.40%)
[2025-12-04T20:42:06.707956] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-04T20:42:06.708111] [INFO ] [sig       ] OEC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:06.853375] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OEC.txt
[2025-12-04T20:42:06.853594] [INFO ] [sig       ] [2305/3547] Completed OEC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:06.853637] [INFO ] [sig       ] [2306/3547] Forecasting OESX...
[2025-12-04T20:42:06.853666] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-04T20:42:06.853698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-04T20:42:06.865853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-04T20:42:06.866200] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-04T20:42:06.867009] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-04T20:42:06.867060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:06.867090] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:06.867116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:06.867169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:06.922341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:06.923075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:06.923154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:06.923185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:07.035972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:07.036132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:07.036172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:07.036203] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:07.039626] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-12-04T20:42:07.039927] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-04T20:42:07.040055] [INFO ] [sig       ] OESX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:07.177348] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OESX.txt
[2025-12-04T20:42:07.177480] [INFO ] [sig       ] [2306/3547] Completed OESX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:07.177524] [INFO ] [sig       ] [2307/3547] Forecasting OFG...
[2025-12-04T20:42:07.177553] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-04T20:42:07.177599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-04T20:42:07.188878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-04T20:42:07.189212] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-04T20:42:07.190034] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-04T20:42:07.190084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:07.190115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:07.190140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:07.190193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:07.245807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:07.246527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:07.246626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:07.246659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:07.364825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:07.364980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:07.365017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:07.365045] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:07.368329] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=49.98%)
[2025-12-04T20:42:07.368618] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-04T20:42:07.368756] [INFO ] [sig       ] OFG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:07.507989] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OFG.txt
[2025-12-04T20:42:07.508113] [INFO ] [sig       ] [2307/3547] Completed OFG in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:07.508149] [INFO ] [sig       ] [2308/3547] Forecasting OFIX...
[2025-12-04T20:42:07.508175] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-04T20:42:07.508204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-04T20:42:07.519529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-04T20:42:07.519814] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-04T20:42:07.520545] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-04T20:42:07.520612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:07.520671] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:07.520698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:07.520752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:07.576472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:07.577326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:07.577400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:07.577431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:07.697293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:07.697444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:07.697481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:07.697509] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:07.700912] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-04T20:42:07.701166] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-04T20:42:07.701280] [INFO ] [sig       ] OFIX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:07.838861] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OFIX.txt
[2025-12-04T20:42:07.838984] [INFO ] [sig       ] [2308/3547] Completed OFIX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:07.839020] [INFO ] [sig       ] [2309/3547] Forecasting OFLX...
[2025-12-04T20:42:07.839047] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-04T20:42:07.839076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-04T20:42:07.849462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-04T20:42:07.849781] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-04T20:42:07.850525] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-04T20:42:07.850611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:07.850651] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:07.850683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:07.850746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:07.906746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:07.907425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:07.907500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:07.907530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:08.023629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:08.023766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:08.023804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:08.023831] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:08.027092] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-04T20:42:08.027351] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-04T20:42:08.027469] [INFO ] [sig       ] OFLX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:08.163465] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OFLX.txt
[2025-12-04T20:42:08.163630] [INFO ] [sig       ] [2309/3547] Completed OFLX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-04T20:42:08.163671] [INFO ] [sig       ] [2310/3547] Forecasting OFS...
[2025-12-04T20:42:08.163699] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-04T20:42:08.163729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-04T20:42:08.174753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-04T20:42:08.175117] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-04T20:42:08.175918] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-04T20:42:08.175972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:08.176002] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:08.176027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:08.176081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:08.231411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:08.232289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:08.232373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:08.232404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:08.353716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:08.353888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:08.353928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:08.353972] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:08.357297] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-04T20:42:08.357557] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-04T20:42:08.357715] [INFO ] [sig       ] OFS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:08.495610] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OFS.txt
[2025-12-04T20:42:08.495773] [INFO ] [sig       ] [2310/3547] Completed OFS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:08.495815] [INFO ] [sig       ] [2311/3547] Forecasting OGE...
[2025-12-04T20:42:08.495850] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-04T20:42:08.495880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-04T20:42:08.509983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-04T20:42:08.510615] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-04T20:42:08.512188] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-04T20:42:08.512255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:08.512289] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:08.512317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:08.512376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:08.571004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:08.571974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:08.572060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:08.572092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:08.692127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:08.692292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:08.692331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:08.692393] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:08.695717] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-12-04T20:42:08.695984] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-04T20:42:08.696105] [INFO ] [sig       ] OGE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:08.838587] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OGE.txt
[2025-12-04T20:42:08.838721] [INFO ] [sig       ] [2311/3547] Completed OGE in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:08.838758] [INFO ] [sig       ] [2312/3547] Forecasting OGI...
[2025-12-04T20:42:08.838785] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-04T20:42:08.838814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-04T20:42:08.850068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-04T20:42:08.850338] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-04T20:42:08.851134] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-04T20:42:08.851183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:08.851212] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:08.851237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:08.851291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:08.907012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:08.907760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:08.907841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:08.907891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:09.029662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:09.029816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:09.029855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:09.029883] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:09.033171] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-04T20:42:09.033432] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-04T20:42:09.033601] [INFO ] [sig       ] OGI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:09.182165] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OGI.txt
[2025-12-04T20:42:09.182343] [INFO ] [sig       ] [2312/3547] Completed OGI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:09.182401] [INFO ] [sig       ] [2313/3547] Forecasting OGN...
[2025-12-04T20:42:09.182443] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-04T20:42:09.182481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-04T20:42:09.195442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-04T20:42:09.195828] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-04T20:42:09.196667] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-04T20:42:09.196719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:09.196749] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:09.196776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:09.196832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:09.256099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:09.256990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:09.257072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:09.257103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:09.383043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:09.383191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:09.383230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:09.383258] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:09.386716] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=52.24%)
[2025-12-04T20:42:09.386986] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-04T20:42:09.387118] [INFO ] [sig       ] OGN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:09.531182] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OGN.txt
[2025-12-04T20:42:09.531330] [INFO ] [sig       ] [2313/3547] Completed OGN in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:09.531368] [INFO ] [sig       ] [2314/3547] Forecasting OHI...
[2025-12-04T20:42:09.531395] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-04T20:42:09.531424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-04T20:42:09.542002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-04T20:42:09.542259] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-04T20:42:09.543016] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-04T20:42:09.543064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:09.543094] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:09.543129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:09.543185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:09.599168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:09.599921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:09.600000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:09.600030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:09.715526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:09.715681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:09.715717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:09.715744] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:09.718982] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-04T20:42:09.719240] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-04T20:42:09.719357] [INFO ] [sig       ] OHI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:09.855243] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OHI.txt
[2025-12-04T20:42:09.855363] [INFO ] [sig       ] [2314/3547] Completed OHI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:09.855400] [INFO ] [sig       ] [2315/3547] Forecasting OI...
[2025-12-04T20:42:09.855427] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-04T20:42:09.855455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-04T20:42:09.866495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-04T20:42:09.866792] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-04T20:42:09.867550] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-04T20:42:09.867616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:09.867647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:09.867672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:09.867725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:09.923641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:09.924365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:09.924441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:09.924471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:10.053224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:10.053381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:10.053421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:10.053449] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:10.056822] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-04T20:42:10.057203] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-04T20:42:10.057346] [INFO ] [sig       ] OI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:10.194630] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OI.txt
[2025-12-04T20:42:10.194759] [INFO ] [sig       ] [2315/3547] Completed OI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:10.194797] [INFO ] [sig       ] [2316/3547] Forecasting OIA...
[2025-12-04T20:42:10.194825] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-04T20:42:10.194854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-04T20:42:10.206853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-04T20:42:10.207333] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-04T20:42:10.208320] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-04T20:42:10.208391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:10.208424] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:10.208451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:10.208507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:10.268668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:10.269560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:10.269668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:10.269702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:10.390350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:10.390517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:10.390558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:10.390608] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:10.394035] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2025-12-04T20:42:10.394305] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-04T20:42:10.394433] [INFO ] [sig       ] OIA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:10.540778] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OIA.txt
[2025-12-04T20:42:10.540893] [INFO ] [sig       ] [2316/3547] Completed OIA in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:10.540929] [INFO ] [sig       ] [2317/3547] Forecasting OII...
[2025-12-04T20:42:10.540955] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-04T20:42:10.540983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-04T20:42:10.552512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-04T20:42:10.552830] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-04T20:42:10.553650] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-04T20:42:10.553700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:10.553731] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:10.553759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:10.553815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:10.610741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:10.611366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:10.611445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:10.611477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:10.730844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:10.730969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:10.731005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:10.731032] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:10.734206] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=19.87%)
[2025-12-04T20:42:10.734462] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-04T20:42:10.734595] [INFO ] [sig       ] OII: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:10.876109] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OII.txt
[2025-12-04T20:42:10.876217] [INFO ] [sig       ] [2317/3547] Completed OII in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:10.876253] [INFO ] [sig       ] [2318/3547] Forecasting OIS...
[2025-12-04T20:42:10.876280] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-04T20:42:10.876308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-04T20:42:10.887255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-04T20:42:10.887518] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-04T20:42:10.888343] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-04T20:42:10.888395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:10.888425] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:10.888453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:10.888509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:10.944690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:10.945276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:10.945352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:10.945410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:11.063798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:11.063917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:11.063953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:11.063980] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:11.067162] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=35.77%)
[2025-12-04T20:42:11.067418] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-04T20:42:11.067535] [INFO ] [sig       ] OIS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:11.215626] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OIS.txt
[2025-12-04T20:42:11.215761] [INFO ] [sig       ] [2318/3547] Completed OIS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:11.215797] [INFO ] [sig       ] [2319/3547] Forecasting OKE...
[2025-12-04T20:42:11.215825] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-04T20:42:11.215854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-04T20:42:11.227189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-04T20:42:11.227475] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-04T20:42:11.228443] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-04T20:42:11.228492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:11.228522] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:11.228547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:11.228616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:11.286302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:11.286925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:11.287003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:11.287035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:11.407459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:11.407603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:11.407642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:11.407669] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:11.410926] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-04T20:42:11.411193] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-04T20:42:11.411316] [INFO ] [sig       ] OKE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:11.554088] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OKE.txt
[2025-12-04T20:42:11.554209] [INFO ] [sig       ] [2319/3547] Completed OKE in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:11.554244] [INFO ] [sig       ] [2320/3547] Forecasting OKTA...
[2025-12-04T20:42:11.554271] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-04T20:42:11.554299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-04T20:42:11.565382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-04T20:42:11.565666] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-04T20:42:11.566442] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-04T20:42:11.566491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:11.566520] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:11.566544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:11.566620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:11.623036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:11.623649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:11.623730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:11.623762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:11.766290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:11.766448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:11.766485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:11.766512] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:11.769787] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-12-04T20:42:11.770046] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-04T20:42:11.770166] [INFO ] [sig       ] OKTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:11.908012] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OKTA.txt
[2025-12-04T20:42:11.908161] [INFO ] [sig       ] [2320/3547] Completed OKTA in 0.4s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:11.908197] [INFO ] [sig       ] [2321/3547] Forecasting OKYO...
[2025-12-04T20:42:11.908225] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-04T20:42:11.908277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-04T20:42:11.919367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-04T20:42:11.919749] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-04T20:42:11.920519] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-04T20:42:11.920589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:11.920623] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:11.920649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:11.920704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:11.975860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:11.976515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:11.976603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:11.976635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:12.092482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:12.092638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:12.092678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:12.092712] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:12.095927] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-04T20:42:12.096201] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-04T20:42:12.096316] [INFO ] [sig       ] OKYO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:12.234101] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OKYO.txt
[2025-12-04T20:42:12.234257] [INFO ] [sig       ] [2321/3547] Completed OKYO in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:12.234294] [INFO ] [sig       ] [2322/3547] Forecasting OLED...
[2025-12-04T20:42:12.234322] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-04T20:42:12.234352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-04T20:42:12.245044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-04T20:42:12.245333] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-04T20:42:12.246091] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-04T20:42:12.246139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:12.246168] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:12.246193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:12.246247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:12.301237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:12.302053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:12.302131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:12.302162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:12.419338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:12.419481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:12.419518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:12.419544] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:12.422826] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-12-04T20:42:12.423090] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-04T20:42:12.423209] [INFO ] [sig       ] OLED: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:12.559030] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OLED.txt
[2025-12-04T20:42:12.559158] [INFO ] [sig       ] [2322/3547] Completed OLED in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:12.559194] [INFO ] [sig       ] [2323/3547] Forecasting OLLI...
[2025-12-04T20:42:12.559221] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-04T20:42:12.559250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-04T20:42:12.570231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-04T20:42:12.570505] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-04T20:42:12.571267] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-04T20:42:12.571316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:12.571346] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:12.571372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:12.571426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:12.627161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:12.627946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:12.628025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:12.628055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:12.745458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:12.745625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:12.745666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:12.745693] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:12.749038] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-04T20:42:12.749299] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-04T20:42:12.749418] [INFO ] [sig       ] OLLI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:12.886771] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OLLI.txt
[2025-12-04T20:42:12.886908] [INFO ] [sig       ] [2323/3547] Completed OLLI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:12.886944] [INFO ] [sig       ] [2324/3547] Forecasting OLMA...
[2025-12-04T20:42:12.886971] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-04T20:42:12.886999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-04T20:42:12.898589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-04T20:42:12.898897] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-04T20:42:12.899729] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-04T20:42:12.899781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:12.899813] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:12.899838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:12.899892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:12.958517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:12.959412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:12.959507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:12.959553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:13.094714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:13.094849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:13.094888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:13.094917] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:13.098380] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-04T20:42:13.098672] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-04T20:42:13.098798] [INFO ] [sig       ] OLMA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:13.235423] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OLMA.txt
[2025-12-04T20:42:13.235551] [INFO ] [sig       ] [2324/3547] Completed OLMA in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:13.235605] [INFO ] [sig       ] [2325/3547] Forecasting OLN...
[2025-12-04T20:42:13.235634] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-04T20:42:13.235662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-04T20:42:13.250684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-04T20:42:13.250990] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-04T20:42:13.251764] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-04T20:42:13.251814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:13.251872] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:13.251898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:13.251951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:13.307251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:13.307946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:13.308022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:13.308055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:13.428180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:13.428341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:13.428380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:13.428406] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:13.431713] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-04T20:42:13.431973] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-04T20:42:13.432092] [INFO ] [sig       ] OLN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:13.569192] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OLN.txt
[2025-12-04T20:42:13.569315] [INFO ] [sig       ] [2325/3547] Completed OLN in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:13.569352] [INFO ] [sig       ] [2326/3547] Forecasting OLP...
[2025-12-04T20:42:13.569380] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-04T20:42:13.569408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-04T20:42:13.580079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-04T20:42:13.580346] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-04T20:42:13.581100] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-04T20:42:13.581149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:13.581179] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:13.581203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:13.581261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:13.637978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:13.638678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:13.638756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:13.638788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:13.760039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:13.760179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:13.760217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:13.760244] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:13.763537] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-12-04T20:42:13.763840] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-04T20:42:13.763965] [INFO ] [sig       ] OLP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:13.899644] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OLP.txt
[2025-12-04T20:42:13.899786] [INFO ] [sig       ] [2326/3547] Completed OLP in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-04T20:42:13.899830] [INFO ] [sig       ] [2327/3547] Forecasting OLPX...
[2025-12-04T20:42:13.899865] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-04T20:42:13.899895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-04T20:42:13.911999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-04T20:42:13.912317] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-04T20:42:13.913184] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-04T20:42:13.913236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:13.913280] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:13.913307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:13.913362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:13.969783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:13.970414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:13.970489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:13.970519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:14.091324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:14.091470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:14.091508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:14.091535] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:14.094955] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-12-04T20:42:14.095217] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-04T20:42:14.095337] [INFO ] [sig       ] OLPX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:14.233794] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OLPX.txt
[2025-12-04T20:42:14.233925] [INFO ] [sig       ] [2327/3547] Completed OLPX in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:14.233960] [INFO ] [sig       ] [2328/3547] Forecasting OM...
[2025-12-04T20:42:14.233987] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-04T20:42:14.234015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-04T20:42:14.246217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-04T20:42:14.246505] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-04T20:42:14.247301] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-04T20:42:14.247352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:14.247381] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:14.247407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:14.247460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:14.302978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:14.303632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:14.303706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:14.303737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:14.421582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:14.421724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:14.421768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:14.421837] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:14.425149] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-04T20:42:14.425421] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-04T20:42:14.425541] [INFO ] [sig       ] OM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:14.561790] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OM.txt
[2025-12-04T20:42:14.561921] [INFO ] [sig       ] [2328/3547] Completed OM in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:14.561957] [INFO ] [sig       ] [2329/3547] Forecasting OMAB...
[2025-12-04T20:42:14.561985] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-04T20:42:14.562013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-04T20:42:14.573526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-04T20:42:14.573867] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-04T20:42:14.574681] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-04T20:42:14.574732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:14.574765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:14.574791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:14.574845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:14.630046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:14.630719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:14.630798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:14.630828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:14.750433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:14.750600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:14.750641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:14.750668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:14.754115] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-04T20:42:14.754398] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-04T20:42:14.754525] [INFO ] [sig       ] OMAB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:14.898052] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OMAB.txt
[2025-12-04T20:42:14.898204] [INFO ] [sig       ] [2329/3547] Completed OMAB in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:14.898242] [INFO ] [sig       ] [2330/3547] Forecasting OMC...
[2025-12-04T20:42:14.898295] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-04T20:42:14.898324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-04T20:42:14.909514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-04T20:42:14.909872] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-04T20:42:14.910679] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-04T20:42:14.910730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:14.910760] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:14.910785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:14.910840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:14.970304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:14.971137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:14.971225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:14.971267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:15.089910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:15.090075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:15.090115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:15.090144] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:15.093640] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-04T20:42:15.093936] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-04T20:42:15.094061] [INFO ] [sig       ] OMC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:15.233729] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OMC.txt
[2025-12-04T20:42:15.233882] [INFO ] [sig       ] [2330/3547] Completed OMC in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:15.233926] [INFO ] [sig       ] [2331/3547] Forecasting OMCL...
[2025-12-04T20:42:15.233957] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-04T20:42:15.233987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-04T20:42:15.245705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-04T20:42:15.246003] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-04T20:42:15.246776] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-04T20:42:15.246824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:15.246853] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:15.246877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:15.246931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:15.302294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:15.303051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:15.303130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:15.303160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:15.426271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:15.426487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:15.426533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:15.426561] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:15.430621] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-04T20:42:15.430960] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-04T20:42:15.431112] [INFO ] [sig       ] OMCL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:15.573059] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OMCL.txt
[2025-12-04T20:42:15.573232] [INFO ] [sig       ] [2331/3547] Completed OMCL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:15.573274] [INFO ] [sig       ] [2332/3547] Forecasting OMEX...
[2025-12-04T20:42:15.573305] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-04T20:42:15.573335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-04T20:42:15.585690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-04T20:42:15.586017] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-04T20:42:15.586809] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-04T20:42:15.586863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:15.586893] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:15.586918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:15.586972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:15.644962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:15.645782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:15.645866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:15.645898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:15.764435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:15.764626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:15.764671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:15.764699] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:15.768105] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=35.80%)
[2025-12-04T20:42:15.768409] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-04T20:42:15.768559] [INFO ] [sig       ] OMEX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:15.908116] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OMEX.txt
[2025-12-04T20:42:15.908287] [INFO ] [sig       ] [2332/3547] Completed OMEX in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:15.908329] [INFO ] [sig       ] [2333/3547] Forecasting OMF...
[2025-12-04T20:42:15.908357] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-04T20:42:15.908386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-04T20:42:15.921086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-04T20:42:15.921502] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-04T20:42:15.922334] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-04T20:42:15.922387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:15.922418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:15.922444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:15.922505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:15.983456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:15.984389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:15.984482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:15.984518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:16.111099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:16.111251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:16.111289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:16.111316] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:16.114835] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-12-04T20:42:16.115112] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-04T20:42:16.115229] [INFO ] [sig       ] OMF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:16.251398] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OMF.txt
[2025-12-04T20:42:16.251508] [INFO ] [sig       ] [2333/3547] Completed OMF in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:16.251545] [INFO ] [sig       ] [2334/3547] Forecasting OMI...
[2025-12-04T20:42:16.251590] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-04T20:42:16.251621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-04T20:42:16.262481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-04T20:42:16.262773] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-04T20:42:16.263512] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-04T20:42:16.263562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:16.263617] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:16.263643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:16.263696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:16.319256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:16.319883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:16.319956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:16.319987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:16.438948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:16.439098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:16.439135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:16.439180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:16.442400] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=81.52%)
[2025-12-04T20:42:16.442678] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-04T20:42:16.442792] [INFO ] [sig       ] OMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:16.581446] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OMI.txt
[2025-12-04T20:42:16.581566] [INFO ] [sig       ] [2334/3547] Completed OMI in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:16.581621] [INFO ] [sig       ] [2335/3547] Forecasting ON...
[2025-12-04T20:42:16.581649] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-04T20:42:16.581677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-04T20:42:16.593647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-04T20:42:16.593981] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-04T20:42:16.594807] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-04T20:42:16.594859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:16.594888] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:16.594914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:16.594969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:16.651614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:16.652472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:16.652600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:16.652635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:16.779421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:16.779612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:16.779658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:16.779686] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:16.783025] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-04T20:42:16.783290] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-04T20:42:16.783410] [INFO ] [sig       ] ON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:16.924802] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ON.txt
[2025-12-04T20:42:16.924967] [INFO ] [sig       ] [2335/3547] Completed ON in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:16.925005] [INFO ] [sig       ] [2336/3547] Forecasting ONB...
[2025-12-04T20:42:16.925041] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-04T20:42:16.925081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-04T20:42:16.937076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-04T20:42:16.937423] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-04T20:42:16.938226] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-04T20:42:16.938310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:16.938342] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:16.938375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:16.938437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:16.995847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:16.996700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:16.996778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:16.996827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:17.112988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:17.113147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:17.113187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:17.113214] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:17.116478] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-04T20:42:17.116755] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-04T20:42:17.116877] [INFO ] [sig       ] ONB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:17.252527] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ONB.txt
[2025-12-04T20:42:17.252683] [INFO ] [sig       ] [2336/3547] Completed ONB in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:17.252720] [INFO ] [sig       ] [2337/3547] Forecasting ONCO...
[2025-12-04T20:42:17.252748] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-04T20:42:17.252777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-04T20:42:17.263645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-04T20:42:17.263956] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-04T20:42:17.264722] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-04T20:42:17.264772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:17.264801] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:17.264826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:17.264880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:17.319519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:17.320214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:17.320289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:17.320320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:17.441832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:17.442008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:17.442048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:17.442075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:17.445324] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-04T20:42:17.445600] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-04T20:42:17.445720] [INFO ] [sig       ] ONCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:17.579955] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ONCO.txt
[2025-12-04T20:42:17.580085] [INFO ] [sig       ] [2337/3547] Completed ONCO in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:17.580120] [INFO ] [sig       ] [2338/3547] Forecasting ONDS...
[2025-12-04T20:42:17.580148] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-04T20:42:17.580175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-04T20:42:17.591701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-04T20:42:17.591974] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-04T20:42:17.592726] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-04T20:42:17.592775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:17.592804] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:17.592840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:17.592896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:17.647808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:17.648505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:17.648599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:17.648633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:17.764763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:17.764925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:17.764962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:17.764989] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:17.768296] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=91.98%)
[2025-12-04T20:42:17.768557] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-04T20:42:17.768693] [INFO ] [sig       ] ONDS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:17.904471] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ONDS.txt
[2025-12-04T20:42:17.904639] [INFO ] [sig       ] [2338/3547] Completed ONDS in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:17.904679] [INFO ] [sig       ] [2339/3547] Forecasting ONEQ...
[2025-12-04T20:42:17.904707] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-04T20:42:17.904736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-04T20:42:17.915219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-04T20:42:17.915496] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-04T20:42:17.916253] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-04T20:42:17.916301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:17.916331] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:17.916357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:17.916413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:17.971447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:17.972300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:17.972377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:17.972408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:18.091855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:18.092017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:18.092057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:18.092083] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:18.095325] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-04T20:42:18.095632] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-04T20:42:18.095752] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:18.230978] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ONEQ.txt
[2025-12-04T20:42:18.231112] [INFO ] [sig       ] [2339/3547] Completed ONEQ in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:18.231147] [INFO ] [sig       ] [2340/3547] Forecasting ONL...
[2025-12-04T20:42:18.231175] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-04T20:42:18.231204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-04T20:42:18.242216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-04T20:42:18.242503] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-04T20:42:18.243271] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-04T20:42:18.243321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:18.243350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:18.243375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:18.243428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:18.299452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:18.300130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:18.300206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:18.300237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:18.421459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:18.421631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:18.421671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:18.421698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:18.424968] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-04T20:42:18.425225] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-04T20:42:18.425346] [INFO ] [sig       ] ONL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:18.562097] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ONL.txt
[2025-12-04T20:42:18.562249] [INFO ] [sig       ] [2340/3547] Completed ONL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:18.562287] [INFO ] [sig       ] [2341/3547] Forecasting ONON...
[2025-12-04T20:42:18.562315] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-04T20:42:18.562345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-04T20:42:18.573926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-04T20:42:18.574270] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-04T20:42:18.575044] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-04T20:42:18.575094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:18.575124] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:18.575148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:18.575202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:18.630543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:18.631322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:18.631399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:18.631429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:18.752294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:18.752442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:18.752481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:18.752509] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:18.755874] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-04T20:42:18.756138] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-04T20:42:18.756258] [INFO ] [sig       ] ONON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:18.896078] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ONON.txt
[2025-12-04T20:42:18.896205] [INFO ] [sig       ] [2341/3547] Completed ONON in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:18.896242] [INFO ] [sig       ] [2342/3547] Forecasting ONTF...
[2025-12-04T20:42:18.896270] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-04T20:42:18.896306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-04T20:42:18.908138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-04T20:42:18.908462] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-04T20:42:18.909245] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-04T20:42:18.909294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:18.909353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:18.909379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:18.909435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:18.964191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:18.964922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:18.964999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:18.965030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:19.083782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:19.083946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:19.083984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:19.084012] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:19.087303] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-12-04T20:42:19.087595] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-04T20:42:19.087716] [INFO ] [sig       ] ONTF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:19.227352] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ONTF.txt
[2025-12-04T20:42:19.227484] [INFO ] [sig       ] [2342/3547] Completed ONTF in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:19.227521] [INFO ] [sig       ] [2343/3547] Forecasting ONTO...
[2025-12-04T20:42:19.227548] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-04T20:42:19.227592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-04T20:42:19.243117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-04T20:42:19.243556] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-04T20:42:19.244608] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-04T20:42:19.244672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:19.244712] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:19.244747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:19.244827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:19.307349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:19.308238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:19.308355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:19.308393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:19.428568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:19.428741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:19.428781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:19.428809] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:19.432200] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-04T20:42:19.432467] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-04T20:42:19.432620] [INFO ] [sig       ] ONTO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:19.570051] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ONTO.txt
[2025-12-04T20:42:19.570188] [INFO ] [sig       ] [2343/3547] Completed ONTO in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-04T20:42:19.570224] [INFO ] [sig       ] [2344/3547] Forecasting OOMA...
[2025-12-04T20:42:19.570252] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-04T20:42:19.570279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-04T20:42:19.581542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-04T20:42:19.581836] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-04T20:42:19.582566] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-04T20:42:19.582631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:19.582662] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:19.582687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:19.582742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:19.638643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:19.639435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:19.639513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:19.639544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:19.774350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:19.774493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:19.774532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:19.774559] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:19.777823] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-04T20:42:19.778081] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-04T20:42:19.778194] [INFO ] [sig       ] OOMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:19.915406] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OOMA.txt
[2025-12-04T20:42:19.915526] [INFO ] [sig       ] [2344/3547] Completed OOMA in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 6.8m
[2025-12-04T20:42:19.915563] [INFO ] [sig       ] [2345/3547] Forecasting OPAD...
[2025-12-04T20:42:19.915609] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-04T20:42:19.915639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-04T20:42:19.926362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-04T20:42:19.926657] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-04T20:42:19.927397] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-04T20:42:19.927446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:19.927476] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:19.927501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:19.927554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:19.982753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:19.983391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:19.983470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:19.983499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:20.108427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:20.108592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:20.108634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:20.108692] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:20.112106] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-04T20:42:20.112370] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-04T20:42:20.112490] [INFO ] [sig       ] OPAD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:20.250099] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OPAD.txt
[2025-12-04T20:42:20.250219] [INFO ] [sig       ] [2345/3547] Completed OPAD in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:20.250255] [INFO ] [sig       ] [2346/3547] Forecasting OPAL...
[2025-12-04T20:42:20.250282] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-04T20:42:20.250311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-04T20:42:20.261452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-04T20:42:20.261741] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-04T20:42:20.262484] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-04T20:42:20.262533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:20.262563] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:20.262607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:20.262662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:20.318458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:20.319140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:20.319217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:20.319249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:20.439193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:20.439345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:20.439384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:20.439411] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:20.442806] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-12-04T20:42:20.443077] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-04T20:42:20.443198] [INFO ] [sig       ] OPAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:20.579852] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OPAL.txt
[2025-12-04T20:42:20.579966] [INFO ] [sig       ] [2346/3547] Completed OPAL in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:20.580001] [INFO ] [sig       ] [2347/3547] Forecasting OPBK...
[2025-12-04T20:42:20.580029] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-04T20:42:20.580057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-04T20:42:20.591478] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OPBK'.
[2025-12-04T20:42:20.591747] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-04T20:42:20.592503] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-04T20:42:20.592553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:20.592609] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:20.592640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:20.592695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:20.648802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:20.649407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:20.649482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:20.649512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:20.768853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:20.768986] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:42:20.769028] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:20.769060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:20.772207] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-04T20:42:20.772463] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-04T20:42:20.772594] [INFO ] [sig       ] OPBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:20.909168] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPBK.txt
[2025-12-04T20:42:20.909273] [INFO ] [sig       ] [2347/3547] Completed OPBK in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:20.909308] [INFO ] [sig       ] [2348/3547] Forecasting OPCH...
[2025-12-04T20:42:20.909335] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-04T20:42:20.909363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-04T20:42:20.921001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-04T20:42:20.921276] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-04T20:42:20.922036] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-04T20:42:20.922085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:20.922115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:20.922139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:20.922193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:20.978265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:20.978864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:20.978941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:20.978973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:21.099726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:21.099859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:21.099901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:21.099929] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:21.103205] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-12-04T20:42:21.103459] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-04T20:42:21.103594] [INFO ] [sig       ] OPCH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:21.238866] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPCH.txt
[2025-12-04T20:42:21.238975] [INFO ] [sig       ] [2348/3547] Completed OPCH in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:21.239010] [INFO ] [sig       ] [2349/3547] Forecasting OPEN...
[2025-12-04T20:42:21.239037] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-04T20:42:21.239065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-04T20:42:21.252032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-04T20:42:21.252672] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-04T20:42:21.253680] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-04T20:42:21.253733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:21.253766] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:21.253792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:21.253869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:21.311272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:21.312426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:21.312534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:21.312681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:21.436120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:21.436357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:21.436404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:21.436432] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:21.440615] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-12-04T20:42:21.441039] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-04T20:42:21.441209] [INFO ] [sig       ] OPEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:21.584333] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OPEN.txt
[2025-12-04T20:42:21.584534] [INFO ] [sig       ] [2349/3547] Completed OPEN in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:21.584594] [INFO ] [sig       ] [2350/3547] Forecasting OPFI...
[2025-12-04T20:42:21.584626] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-04T20:42:21.584658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-04T20:42:21.597890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-04T20:42:21.598406] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-04T20:42:21.599348] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-04T20:42:21.599402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:21.599434] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:21.599459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:21.599515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:21.658158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:21.659262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:21.659356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:21.659389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:21.789384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:21.789607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:21.789665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:21.789711] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:21.795067] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=53.58%)
[2025-12-04T20:42:21.795522] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-04T20:42:21.795743] [INFO ] [sig       ] OPFI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:21.946273] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPFI.txt
[2025-12-04T20:42:21.946405] [INFO ] [sig       ] [2350/3547] Completed OPFI in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:21.946443] [INFO ] [sig       ] [2351/3547] Forecasting OPK...
[2025-12-04T20:42:21.946471] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-04T20:42:21.946500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-04T20:42:21.958937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-04T20:42:21.959351] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-04T20:42:21.960232] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-04T20:42:21.960308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:21.960341] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:21.960366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:21.960420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:22.031817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:22.032688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:22.032768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:22.032801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:22.150438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:22.150633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:22.150686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:22.150726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:22.154302] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-12-04T20:42:22.154612] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-04T20:42:22.154740] [INFO ] [sig       ] OPK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:22.291647] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPK.txt
[2025-12-04T20:42:22.291787] [INFO ] [sig       ] [2351/3547] Completed OPK in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:22.291825] [INFO ] [sig       ] [2352/3547] Forecasting OPP...
[2025-12-04T20:42:22.291855] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-04T20:42:22.291884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-04T20:42:22.302863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-04T20:42:22.303157] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-04T20:42:22.303927] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-04T20:42:22.303977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:22.304006] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:22.304030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:22.304083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:22.359516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:22.360258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:22.360366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:22.360400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:22.475063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:22.475221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:22.475260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:22.475287] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:22.478623] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-04T20:42:22.478883] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-04T20:42:22.478999] [INFO ] [sig       ] OPP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:22.618482] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPP.txt
[2025-12-04T20:42:22.618637] [INFO ] [sig       ] [2352/3547] Completed OPP in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:22.618678] [INFO ] [sig       ] [2353/3547] Forecasting OPRA...
[2025-12-04T20:42:22.618707] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-04T20:42:22.618736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-04T20:42:22.630887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-04T20:42:22.631242] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-04T20:42:22.632055] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-04T20:42:22.632116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:22.632148] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:22.632175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:22.632230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:22.688698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:22.689504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:22.689601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:22.689634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:22.807892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:22.808051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:22.808089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:22.808116] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:22.811504] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-04T20:42:22.811800] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-04T20:42:22.811924] [INFO ] [sig       ] OPRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:22.949977] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OPRA.txt
[2025-12-04T20:42:22.950126] [INFO ] [sig       ] [2353/3547] Completed OPRA in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:22.950164] [INFO ] [sig       ] [2354/3547] Forecasting OPRX...
[2025-12-04T20:42:22.950193] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-04T20:42:22.950220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-04T20:42:22.962071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-04T20:42:22.962451] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-04T20:42:22.963236] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-04T20:42:22.963287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:22.963318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:22.963344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:22.963400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:23.020106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:23.020890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:23.020970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:23.021002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:23.143036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:23.143186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:23.143224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:23.143252] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:23.146615] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-12-04T20:42:23.146876] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-04T20:42:23.146995] [INFO ] [sig       ] OPRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:23.289118] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPRX.txt
[2025-12-04T20:42:23.289266] [INFO ] [sig       ] [2354/3547] Completed OPRX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:23.289303] [INFO ] [sig       ] [2355/3547] Forecasting OPTX...
[2025-12-04T20:42:23.289331] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-04T20:42:23.289361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-04T20:42:23.301030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-04T20:42:23.301378] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-04T20:42:23.302181] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-04T20:42:23.302231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:23.302261] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:23.302287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:23.302339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:23.358030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:23.358911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:23.358994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:23.359024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:23.474473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:23.474654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:23.474695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:23.474723] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:23.478046] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-04T20:42:23.478622] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-04T20:42:23.479005] [INFO ] [sig       ] OPTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:23.617751] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPTX.txt
[2025-12-04T20:42:23.617919] [INFO ] [sig       ] [2355/3547] Completed OPTX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:23.617963] [INFO ] [sig       ] [2356/3547] Forecasting OPXS...
[2025-12-04T20:42:23.617992] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-04T20:42:23.618019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-04T20:42:23.628951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-04T20:42:23.629262] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-04T20:42:23.630059] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-04T20:42:23.630109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:23.630140] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:23.630164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:23.630217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:23.688167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:23.688933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:23.689015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:23.689051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:23.806772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:23.806918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:23.806958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:23.806986] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:23.810432] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-04T20:42:23.810757] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-04T20:42:23.810881] [INFO ] [sig       ] OPXS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:23.993538] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OPXS.txt
[2025-12-04T20:42:23.993688] [INFO ] [sig       ] [2356/3547] Completed OPXS in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:23.993725] [INFO ] [sig       ] [2357/3547] Forecasting ORA...
[2025-12-04T20:42:23.993753] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-04T20:42:23.993781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-04T20:42:24.004785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-04T20:42:24.005039] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-04T20:42:24.005819] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-04T20:42:24.005869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:24.005899] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:24.005924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:24.005981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:24.063203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:24.063854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:24.063929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:24.063959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:24.187819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:24.187948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:24.187985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:24.188011] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:24.191282] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=73.96%)
[2025-12-04T20:42:24.191545] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-04T20:42:24.191685] [INFO ] [sig       ] ORA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:24.333302] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ORA.txt
[2025-12-04T20:42:24.333434] [INFO ] [sig       ] [2357/3547] Completed ORA in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:24.333472] [INFO ] [sig       ] [2358/3547] Forecasting ORC...
[2025-12-04T20:42:24.333501] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-04T20:42:24.333530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-04T20:42:24.345277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-04T20:42:24.345610] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-04T20:42:24.346388] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-04T20:42:24.346440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:24.346471] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:24.346497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:24.346551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:24.402731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:24.403405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:24.403482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:24.403512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:24.521448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:24.521614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:24.521672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:24.521700] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:24.524968] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-04T20:42:24.525225] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-04T20:42:24.525347] [INFO ] [sig       ] ORC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:24.661743] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ORC.txt
[2025-12-04T20:42:24.661873] [INFO ] [sig       ] [2358/3547] Completed ORC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:24.661910] [INFO ] [sig       ] [2359/3547] Forecasting ORGO...
[2025-12-04T20:42:24.661938] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-04T20:42:24.661966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-04T20:42:24.673118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-04T20:42:24.673394] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-04T20:42:24.674194] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-04T20:42:24.674247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:24.674305] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:24.674333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:24.674389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:24.731917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:24.732656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:24.732745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:24.732783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:24.850835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:24.850988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:24.851029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:24.851060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:24.854364] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-04T20:42:24.854650] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-04T20:42:24.854771] [INFO ] [sig       ] ORGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:24.993760] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ORGO.txt
[2025-12-04T20:42:24.993911] [INFO ] [sig       ] [2359/3547] Completed ORGO in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:24.993949] [INFO ] [sig       ] [2360/3547] Forecasting ORIC...
[2025-12-04T20:42:24.993976] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-04T20:42:24.994005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-04T20:42:25.005764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-04T20:42:25.006066] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-04T20:42:25.006830] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-04T20:42:25.006879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:25.006909] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:25.006934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:25.006988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:25.061553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:25.062187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:25.062261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:25.062291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:25.182430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:25.182552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:25.182610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:25.182638] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:25.185802] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=16.42%)
[2025-12-04T20:42:25.186051] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-04T20:42:25.186169] [INFO ] [sig       ] ORIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:25.326434] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ORIC.txt
[2025-12-04T20:42:25.326586] [INFO ] [sig       ] [2360/3547] Completed ORIC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:25.326626] [INFO ] [sig       ] [2361/3547] Forecasting ORKA...
[2025-12-04T20:42:25.326653] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-04T20:42:25.326681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-04T20:42:25.338017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-04T20:42:25.338342] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-04T20:42:25.339116] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-04T20:42:25.339166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:25.339196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:25.339221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:25.339275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:25.395396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:25.395991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:25.396077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:25.396114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:25.517433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:25.517586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:25.517627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:25.517653] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:25.520869] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-04T20:42:25.521122] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-04T20:42:25.521237] [INFO ] [sig       ] ORKA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:25.657330] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ORKA.txt
[2025-12-04T20:42:25.657441] [INFO ] [sig       ] [2361/3547] Completed ORKA in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-04T20:42:25.657476] [INFO ] [sig       ] [2362/3547] Forecasting ORLY...
[2025-12-04T20:42:25.657503] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-04T20:42:25.657532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-04T20:42:25.669236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-04T20:42:25.669495] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-04T20:42:25.670243] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-04T20:42:25.670292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:25.670332] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:25.670358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:25.670412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:25.726532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:25.727118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:25.727190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:25.727220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:25.845454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:25.845587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:25.845625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:25.845683] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:25.848852] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-04T20:42:25.849129] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-04T20:42:25.849252] [INFO ] [sig       ] ORLY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:25.986682] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ORLY.txt
[2025-12-04T20:42:25.986802] [INFO ] [sig       ] [2362/3547] Completed ORLY in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.7m
[2025-12-04T20:42:25.986837] [INFO ] [sig       ] [2363/3547] Forecasting ORMP...
[2025-12-04T20:42:25.986864] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-04T20:42:25.986893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-04T20:42:25.997988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-04T20:42:25.998274] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-04T20:42:25.999035] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-04T20:42:25.999086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:25.999116] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:25.999142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:25.999195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:26.054678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:26.055253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:26.055326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:26.055356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:26.172099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:26.172243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:26.172280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:26.172307] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:26.175617] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-04T20:42:26.175875] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-04T20:42:26.176001] [INFO ] [sig       ] ORMP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:26.313426] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ORMP.txt
[2025-12-04T20:42:26.313546] [INFO ] [sig       ] [2363/3547] Completed ORMP in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:26.313598] [INFO ] [sig       ] [2364/3547] Forecasting ORN...
[2025-12-04T20:42:26.313628] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-04T20:42:26.313656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-04T20:42:26.324781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-04T20:42:26.325039] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-04T20:42:26.325804] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-04T20:42:26.325853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:26.325882] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:26.325907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:26.325962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:26.381621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:26.382211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:26.382284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:26.382315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:26.499756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:26.499899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:26.499938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:26.499967] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:26.503352] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-04T20:42:26.503644] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-04T20:42:26.503783] [INFO ] [sig       ] ORN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:26.647245] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ORN.txt
[2025-12-04T20:42:26.647353] [INFO ] [sig       ] [2364/3547] Completed ORN in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:26.647387] [INFO ] [sig       ] [2365/3547] Forecasting ORRF...
[2025-12-04T20:42:26.647415] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-04T20:42:26.647444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-04T20:42:26.658809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-04T20:42:26.659159] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-04T20:42:26.659924] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-04T20:42:26.659973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:26.660002] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:26.660029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:26.660084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:26.714996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:26.715627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:26.715708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:26.715740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:26.836649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:26.836799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:26.836837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:26.836863] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:26.840122] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-04T20:42:26.840385] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-04T20:42:26.840500] [INFO ] [sig       ] ORRF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:26.976235] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ORRF.txt
[2025-12-04T20:42:26.976348] [INFO ] [sig       ] [2365/3547] Completed ORRF in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:26.976391] [INFO ] [sig       ] [2366/3547] Forecasting OS...
[2025-12-04T20:42:26.976420] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-04T20:42:26.976448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-04T20:42:26.987564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-04T20:42:26.987867] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-04T20:42:26.988687] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-04T20:42:26.988736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:26.988765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:26.988790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:26.988843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:27.043949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:27.044547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:27.044637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:27.044668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:27.164902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:27.165050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:27.165088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:27.165115] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:27.168455] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2025-12-04T20:42:27.168742] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-04T20:42:27.168859] [INFO ] [sig       ] OS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:27.305216] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OS.txt
[2025-12-04T20:42:27.305327] [INFO ] [sig       ] [2366/3547] Completed OS in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:27.305362] [INFO ] [sig       ] [2367/3547] Forecasting OSBC...
[2025-12-04T20:42:27.305391] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-04T20:42:27.305419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-04T20:42:27.316948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-04T20:42:27.317235] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-04T20:42:27.318053] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-04T20:42:27.318104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:27.318135] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:27.318162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:27.318219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:27.376059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:27.376804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:27.376886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:27.376918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:27.496744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:27.496987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:27.497035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:27.497064] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:27.501191] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2025-12-04T20:42:27.501511] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-04T20:42:27.502339] [INFO ] [sig       ] OSBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:27.638815] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OSBC.txt
[2025-12-04T20:42:27.639008] [INFO ] [sig       ] [2367/3547] Completed OSBC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:27.639047] [INFO ] [sig       ] [2368/3547] Forecasting OSIS...
[2025-12-04T20:42:27.639076] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-04T20:42:27.639105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-04T20:42:27.651370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-04T20:42:27.651702] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-04T20:42:27.652506] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-04T20:42:27.652555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:27.652603] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:27.652628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:27.652682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:27.707678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:27.708513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:27.708618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:27.708651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:27.827445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:27.827609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:27.827648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:27.827674] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:27.831056] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-12-04T20:42:27.831323] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-04T20:42:27.831442] [INFO ] [sig       ] OSIS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:27.967056] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OSIS.txt
[2025-12-04T20:42:27.967192] [INFO ] [sig       ] [2368/3547] Completed OSIS in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:27.967230] [INFO ] [sig       ] [2369/3547] Forecasting OSPN...
[2025-12-04T20:42:27.967257] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-04T20:42:27.967284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-04T20:42:27.978540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-04T20:42:27.978861] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-04T20:42:27.979658] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-04T20:42:27.979707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:27.979736] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:27.979761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:27.979815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:28.035511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:28.036183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:28.036288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:28.036319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:28.157639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:28.157785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:28.157843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:28.157872] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:28.161300] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2025-12-04T20:42:28.161600] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-04T20:42:28.161725] [INFO ] [sig       ] OSPN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:28.300288] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OSPN.txt
[2025-12-04T20:42:28.300411] [INFO ] [sig       ] [2369/3547] Completed OSPN in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:28.300447] [INFO ] [sig       ] [2370/3547] Forecasting OSS...
[2025-12-04T20:42:28.300475] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-04T20:42:28.300503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-04T20:42:28.311267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-04T20:42:28.311528] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-04T20:42:28.312288] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-04T20:42:28.312337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:28.312367] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:28.312392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:28.312447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:28.368175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:28.368802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:28.368875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:28.368905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:28.481685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:28.481833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:28.481871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:28.481898] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:28.485197] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-04T20:42:28.485473] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-04T20:42:28.485611] [INFO ] [sig       ] OSS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:28.623419] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OSS.txt
[2025-12-04T20:42:28.623530] [INFO ] [sig       ] [2370/3547] Completed OSS in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:28.623566] [INFO ] [sig       ] [2371/3547] Forecasting OTEX...
[2025-12-04T20:42:28.623613] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-04T20:42:28.623641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-04T20:42:28.635749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-04T20:42:28.636189] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-04T20:42:28.637022] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-04T20:42:28.637074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:28.637105] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:28.637130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:28.637184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:28.692712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:28.693678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:28.693783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:28.693815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:28.816311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:28.816476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:28.816516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:28.816542] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:28.819978] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-04T20:42:28.820247] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-04T20:42:28.820370] [INFO ] [sig       ] OTEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:28.955659] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OTEX.txt
[2025-12-04T20:42:28.955778] [INFO ] [sig       ] [2371/3547] Completed OTEX in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:28.955815] [INFO ] [sig       ] [2372/3547] Forecasting OTIS...
[2025-12-04T20:42:28.955842] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-04T20:42:28.955870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-04T20:42:28.967098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-04T20:42:28.967365] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-04T20:42:28.968134] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-04T20:42:28.968184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:28.968214] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:28.968240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:28.968329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:29.023556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:29.024194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:29.024269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:29.024300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:29.142396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:29.142546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:29.142601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:29.142630] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:29.145884] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-04T20:42:29.146149] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-04T20:42:29.146269] [INFO ] [sig       ] OTIS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:29.281768] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OTIS.txt
[2025-12-04T20:42:29.281921] [INFO ] [sig       ] [2372/3547] Completed OTIS in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:29.281958] [INFO ] [sig       ] [2373/3547] Forecasting OTLY...
[2025-12-04T20:42:29.281985] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-04T20:42:29.282013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-04T20:42:29.293187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-04T20:42:29.293490] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-04T20:42:29.294272] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-04T20:42:29.294321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:29.294363] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:29.294390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:29.294443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:29.349101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:29.349842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:29.349919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:29.349950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:29.465846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:29.465986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:29.466024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:29.466050] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:29.469340] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-12-04T20:42:29.469611] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-04T20:42:29.469733] [INFO ] [sig       ] OTLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:29.609404] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OTLY.txt
[2025-12-04T20:42:29.609530] [INFO ] [sig       ] [2373/3547] Completed OTLY in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:29.609585] [INFO ] [sig       ] [2374/3547] Forecasting OVID...
[2025-12-04T20:42:29.609616] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-04T20:42:29.609644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-04T20:42:29.621519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-04T20:42:29.621817] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-04T20:42:29.622628] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-04T20:42:29.622677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:29.622707] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:29.622733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:29.622787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:29.678692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:29.679481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:29.679566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:29.679615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:29.798087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:29.798249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:29.798313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:29.798343] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:29.801687] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=59.06%)
[2025-12-04T20:42:29.801944] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-04T20:42:29.802064] [INFO ] [sig       ] OVID: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:29.939066] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OVID.txt
[2025-12-04T20:42:29.939195] [INFO ] [sig       ] [2374/3547] Completed OVID in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:29.939236] [INFO ] [sig       ] [2375/3547] Forecasting OVLY...
[2025-12-04T20:42:29.939264] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-04T20:42:29.939292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-04T20:42:29.950264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-04T20:42:29.950608] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-04T20:42:29.951357] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-04T20:42:29.951406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:29.951436] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:29.951461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:29.951514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:30.006115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:30.006763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:30.006838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:30.006868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:30.109642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:30.109885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:30.109933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:30.109965] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:30.113988] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-04T20:42:30.114291] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-04T20:42:30.114428] [INFO ] [sig       ] OVLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:30.254652] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OVLY.txt
[2025-12-04T20:42:30.254836] [INFO ] [sig       ] [2375/3547] Completed OVLY in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:30.254877] [INFO ] [sig       ] [2376/3547] Forecasting OWL...
[2025-12-04T20:42:30.254906] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-04T20:42:30.254936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-04T20:42:30.268337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-04T20:42:30.268781] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-04T20:42:30.269721] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-04T20:42:30.269773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:30.269837] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:30.269864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:30.269921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:30.327976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:30.332842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:30.333041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:30.333080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:30.455403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:30.455546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:30.455619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:30.455671] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:30.459074] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-04T20:42:30.459379] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-04T20:42:30.459515] [INFO ] [sig       ] OWL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:30.596467] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OWL.txt
[2025-12-04T20:42:30.596609] [INFO ] [sig       ] [2376/3547] Completed OWL in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:30.596648] [INFO ] [sig       ] [2377/3547] Forecasting OXLC...
[2025-12-04T20:42:30.596683] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-04T20:42:30.596711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-04T20:42:30.607961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-04T20:42:30.608240] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-04T20:42:30.609045] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-04T20:42:30.609096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:30.609126] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:30.609156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:30.609209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:30.664183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:30.664809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:30.664884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:30.664914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:30.786814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:30.786949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:30.786988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:30.787014] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:30.790458] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=57.39%)
[2025-12-04T20:42:30.790743] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-04T20:42:30.790863] [INFO ] [sig       ] OXLC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:30.942463] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OXLC.txt
[2025-12-04T20:42:30.942633] [INFO ] [sig       ] [2377/3547] Completed OXLC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:30.942672] [INFO ] [sig       ] [2378/3547] Forecasting OXM...
[2025-12-04T20:42:30.942701] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-04T20:42:30.942729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-04T20:42:30.953190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-04T20:42:30.953466] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-04T20:42:30.954227] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-04T20:42:30.954276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:30.954306] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:30.954330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:30.954384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:31.009454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:31.010064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:31.010139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:31.010170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:31.128244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:31.128389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:31.128427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:31.128453] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:31.131657] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-04T20:42:31.131914] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-04T20:42:31.132027] [INFO ] [sig       ] OXM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:31.267560] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OXM.txt
[2025-12-04T20:42:31.267687] [INFO ] [sig       ] [2378/3547] Completed OXM in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-04T20:42:31.267723] [INFO ] [sig       ] [2379/3547] Forecasting OXSQ...
[2025-12-04T20:42:31.267752] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-04T20:42:31.267780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-04T20:42:31.278679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-04T20:42:31.278961] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-04T20:42:31.279770] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-04T20:42:31.279819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:31.279849] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:31.279874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:31.279928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:31.334709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:31.335311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:31.335386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:31.335416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:31.457454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:31.457623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:31.457662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:31.457721] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:31.461131] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-04T20:42:31.461404] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-04T20:42:31.461520] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:31.602254] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OXSQ.txt
[2025-12-04T20:42:31.602374] [INFO ] [sig       ] [2379/3547] Completed OXSQ in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-04T20:42:31.602411] [INFO ] [sig       ] [2380/3547] Forecasting OZEM...
[2025-12-04T20:42:31.602439] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-04T20:42:31.602467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-04T20:42:31.612989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-04T20:42:31.613248] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-04T20:42:31.614004] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-04T20:42:31.614053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:31.614082] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:31.614108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:31.614162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:31.669932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:31.670559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:31.670650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:31.670680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:31.777541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:31.777710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:31.777747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:31.777792] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:31.781128] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-12-04T20:42:31.781388] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-04T20:42:31.781503] [INFO ] [sig       ] OZEM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:31.918161] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/OZEM.txt
[2025-12-04T20:42:31.918295] [INFO ] [sig       ] [2380/3547] Completed OZEM in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.6m
[2025-12-04T20:42:31.918333] [INFO ] [sig       ] [2381/3547] Forecasting OZK...
[2025-12-04T20:42:31.918360] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-04T20:42:31.918388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-04T20:42:31.929308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-04T20:42:31.929585] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-04T20:42:31.930338] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-04T20:42:31.930386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:31.930415] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:31.930439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:31.930493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:31.986614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:31.987444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:31.987523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:31.987554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:32.109466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:32.109632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:32.109672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:32.109699] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:32.112994] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-12-04T20:42:32.113251] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-04T20:42:32.113366] [INFO ] [sig       ] OZK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:32.248231] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OZK.txt
[2025-12-04T20:42:32.248361] [INFO ] [sig       ] [2381/3547] Completed OZK in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:32.248397] [INFO ] [sig       ] [2382/3547] Forecasting OZKAP...
[2025-12-04T20:42:32.248425] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-04T20:42:32.248452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-04T20:42:32.259507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-04T20:42:32.259804] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-04T20:42:32.260544] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-04T20:42:32.260611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:32.260643] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:32.260668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:32.260722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:32.316044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:32.316676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:32.316750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:32.316794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:32.432228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:32.432374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:32.432412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:32.432439] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:32.435697] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=55.05%)
[2025-12-04T20:42:32.435951] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-04T20:42:32.436072] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:32.571300] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/OZKAP.txt
[2025-12-04T20:42:32.571443] [INFO ] [sig       ] [2382/3547] Completed OZKAP in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:32.571479] [INFO ] [sig       ] [2383/3547] Forecasting PAA...
[2025-12-04T20:42:32.571506] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-04T20:42:32.571536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-04T20:42:32.583093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-04T20:42:32.583452] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-04T20:42:32.584239] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-04T20:42:32.584288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:32.584318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:32.584343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:32.584397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:32.639659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:32.640358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:32.640434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:32.640464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:32.758048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:32.758197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:32.758235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:32.758287] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:32.761536] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-04T20:42:32.761812] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-04T20:42:32.761931] [INFO ] [sig       ] PAA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:32.896596] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAA.txt
[2025-12-04T20:42:32.896717] [INFO ] [sig       ] [2383/3547] Completed PAA in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:32.896752] [INFO ] [sig       ] [2384/3547] Forecasting PAAS...
[2025-12-04T20:42:32.896780] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-04T20:42:32.896807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-04T20:42:32.907767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-04T20:42:32.908035] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-04T20:42:32.908825] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-04T20:42:32.908875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:32.908904] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:32.908928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:32.908993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:32.964014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:32.964665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:32.964740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:32.964770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:33.087449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:33.087622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:33.087662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:33.087688] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:33.091001] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-04T20:42:33.091271] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-04T20:42:33.091393] [INFO ] [sig       ] PAAS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:33.227952] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PAAS.txt
[2025-12-04T20:42:33.228073] [INFO ] [sig       ] [2384/3547] Completed PAAS in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:33.228108] [INFO ] [sig       ] [2385/3547] Forecasting PAC...
[2025-12-04T20:42:33.228135] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-04T20:42:33.228163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-04T20:42:33.238620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-04T20:42:33.238894] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-04T20:42:33.239657] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-04T20:42:33.239706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:33.239736] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:33.239762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:33.239816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:33.297897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:33.298637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:33.298722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:33.298753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:33.417832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:33.417947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:33.417984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:33.418010] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:33.421293] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-04T20:42:33.421559] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-04T20:42:33.421699] [INFO ] [sig       ] PAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:33.559006] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PAC.txt
[2025-12-04T20:42:33.559175] [INFO ] [sig       ] [2385/3547] Completed PAC in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:33.559222] [INFO ] [sig       ] [2386/3547] Forecasting PACB...
[2025-12-04T20:42:33.559253] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-04T20:42:33.559282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-04T20:42:33.573663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-04T20:42:33.574094] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-04T20:42:33.575058] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-04T20:42:33.575138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:33.575184] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:33.575226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:33.575308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:33.638765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:33.639693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:33.639815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:33.639847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:33.774846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:33.774948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:33.774987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:33.775014] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:33.778671] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-04T20:42:33.779043] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-04T20:42:33.779192] [INFO ] [sig       ] PACB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:33.949351] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PACB.txt
[2025-12-04T20:42:33.949565] [INFO ] [sig       ] [2386/3547] Completed PACB in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:33.949656] [INFO ] [sig       ] [2387/3547] Forecasting PACK...
[2025-12-04T20:42:33.949707] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-04T20:42:33.949759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-04T20:42:33.965877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-04T20:42:33.966367] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-04T20:42:33.967498] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-04T20:42:33.967561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:33.967634] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:33.967671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:33.967745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:34.057170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:34.058353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:34.058472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:34.058524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:34.226859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:34.227045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:34.227101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:34.227139] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:34.231819] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-04T20:42:34.232283] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-04T20:42:34.232481] [INFO ] [sig       ] PACK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:34.405476] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PACK.txt
[2025-12-04T20:42:34.405658] [INFO ] [sig       ] [2387/3547] Completed PACK in 0.5s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:34.405702] [INFO ] [sig       ] [2388/3547] Forecasting PAGP...
[2025-12-04T20:42:34.405733] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-04T20:42:34.405769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-04T20:42:34.420594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-04T20:42:34.421110] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-04T20:42:34.422255] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-04T20:42:34.422324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:34.422372] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:34.422416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:34.422504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:34.498074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:34.499037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:34.499130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:34.499162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:34.637755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:34.637913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:34.637953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:34.637980] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:34.641514] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-04T20:42:34.641819] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-04T20:42:34.641953] [INFO ] [sig       ] PAGP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:34.787470] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAGP.txt
[2025-12-04T20:42:34.787667] [INFO ] [sig       ] [2388/3547] Completed PAGP in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:34.787707] [INFO ] [sig       ] [2389/3547] Forecasting PAGS...
[2025-12-04T20:42:34.787736] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-04T20:42:34.787764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-04T20:42:34.801111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-04T20:42:34.801546] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-04T20:42:34.802614] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-04T20:42:34.802678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:34.802723] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:34.802755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:34.802821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:34.864350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:34.865316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:34.865421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:34.865473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:34.999871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:35.000020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:35.000061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:35.000090] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:35.003425] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-04T20:42:35.003721] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-04T20:42:35.003848] [INFO ] [sig       ] PAGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:35.152921] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAGS.txt
[2025-12-04T20:42:35.153100] [INFO ] [sig       ] [2389/3547] Completed PAGS in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:35.153140] [INFO ] [sig       ] [2390/3547] Forecasting PAHC...
[2025-12-04T20:42:35.153172] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-04T20:42:35.153200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-04T20:42:35.164861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-04T20:42:35.165190] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-04T20:42:35.165992] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-04T20:42:35.166042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:35.166073] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:35.166097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:35.166151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:35.222438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:35.223252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:35.223337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:35.223368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:35.340486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:35.340662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:35.340702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:35.340729] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:35.344087] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-12-04T20:42:35.344383] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-04T20:42:35.344504] [INFO ] [sig       ] PAHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:35.492876] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PAHC.txt
[2025-12-04T20:42:35.493019] [INFO ] [sig       ] [2390/3547] Completed PAHC in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:35.493057] [INFO ] [sig       ] [2391/3547] Forecasting PAL...
[2025-12-04T20:42:35.493087] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-04T20:42:35.493116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-04T20:42:35.505242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-04T20:42:35.505601] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-04T20:42:35.506396] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-04T20:42:35.506451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:35.506484] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:35.506511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:35.506566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:35.567878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:35.568728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:35.568813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:35.568843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:35.693136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:35.693285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:35.693327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:35.693355] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:35.697296] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-12-04T20:42:35.697615] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-04T20:42:35.697767] [INFO ] [sig       ] PAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:35.852120] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PAL.txt
[2025-12-04T20:42:35.852275] [INFO ] [sig       ] [2391/3547] Completed PAL in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:35.852314] [INFO ] [sig       ] [2392/3547] Forecasting PAM...
[2025-12-04T20:42:35.852344] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-04T20:42:35.852376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-04T20:42:35.864055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-04T20:42:35.864391] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-04T20:42:35.865270] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-04T20:42:35.865329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:35.865363] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:35.865390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:35.865446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:35.934905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:35.935757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:35.935841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:35.935873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:36.062009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:36.062157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:36.062196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:36.062224] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:36.065863] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-04T20:42:36.066150] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-04T20:42:36.066273] [INFO ] [sig       ] PAM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:36.225653] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAM.txt
[2025-12-04T20:42:36.225857] [INFO ] [sig       ] [2392/3547] Completed PAM in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:36.225897] [INFO ] [sig       ] [2393/3547] Forecasting PANL...
[2025-12-04T20:42:36.225928] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-04T20:42:36.225959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-04T20:42:36.239560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-04T20:42:36.240075] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-04T20:42:36.241035] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-04T20:42:36.241089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:36.241157] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:36.241185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:36.241245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:36.299478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:36.300661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:36.300764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:36.300797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:36.427004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:36.427276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:36.427323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:36.427362] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:36.431435] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2025-12-04T20:42:36.431772] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-04T20:42:36.431913] [INFO ] [sig       ] PANL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:36.575598] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PANL.txt
[2025-12-04T20:42:36.575811] [INFO ] [sig       ] [2393/3547] Completed PANL in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:36.575853] [INFO ] [sig       ] [2394/3547] Forecasting PASG...
[2025-12-04T20:42:36.575882] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-04T20:42:36.575911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-04T20:42:36.590336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-04T20:42:36.590867] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-04T20:42:36.591740] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-04T20:42:36.591797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:36.591835] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:36.591862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:36.591919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:36.648847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:36.649498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:36.649594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:36.649630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:36.769718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:36.769870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:36.769909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:36.769937] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:36.773202] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-12-04T20:42:36.773462] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-04T20:42:36.773598] [INFO ] [sig       ] PASG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:36.909916] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PASG.txt
[2025-12-04T20:42:36.910039] [INFO ] [sig       ] [2394/3547] Completed PASG in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:36.910076] [INFO ] [sig       ] [2395/3547] Forecasting PATH...
[2025-12-04T20:42:36.910105] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-04T20:42:36.910134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-04T20:42:36.921207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-04T20:42:36.921496] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-04T20:42:36.922261] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-04T20:42:36.922312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:36.922344] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:36.922371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:36.922426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:36.977227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:36.977840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:36.977914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:36.977944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:37.098124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:37.098295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:37.098341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:37.098373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:37.101863] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-04T20:42:37.102131] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-04T20:42:37.102253] [INFO ] [sig       ] PATH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:37.241018] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PATH.txt
[2025-12-04T20:42:37.241141] [INFO ] [sig       ] [2395/3547] Completed PATH in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:37.241179] [INFO ] [sig       ] [2396/3547] Forecasting PATK...
[2025-12-04T20:42:37.241207] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-04T20:42:37.241236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-04T20:42:37.253627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-04T20:42:37.254047] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-04T20:42:37.254853] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-04T20:42:37.254902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:37.254932] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:37.254958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:37.255011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:37.314323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:37.315131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:37.315223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:37.315255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:37.431359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:37.431524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:37.431561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:37.431655] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:37.434964] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-04T20:42:37.435228] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-04T20:42:37.435351] [INFO ] [sig       ] PATK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:37.573267] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PATK.txt
[2025-12-04T20:42:37.573390] [INFO ] [sig       ] [2396/3547] Completed PATK in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-04T20:42:37.573425] [INFO ] [sig       ] [2397/3547] Forecasting PAX...
[2025-12-04T20:42:37.573452] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-04T20:42:37.573481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-04T20:42:37.587185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-04T20:42:37.587712] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-04T20:42:37.588743] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-04T20:42:37.588815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:37.588849] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:37.588876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:37.588933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:37.647899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:37.649189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:37.649290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:37.649324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:37.778211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:37.778468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:37.778511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:37.778603] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:37.782402] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-04T20:42:37.782752] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-04T20:42:37.782891] [INFO ] [sig       ] PAX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:37.929566] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PAX.txt
[2025-12-04T20:42:37.929814] [INFO ] [sig       ] [2397/3547] Completed PAX in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.5m
[2025-12-04T20:42:37.929857] [INFO ] [sig       ] [2398/3547] Forecasting PAXS...
[2025-12-04T20:42:37.929887] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-04T20:42:37.929916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-04T20:42:37.942544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-04T20:42:37.942943] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-04T20:42:37.943816] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-04T20:42:37.943866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:37.943896] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:37.943922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:37.943979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:37.999263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:38.000350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:38.000444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:38.000475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:38.117141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:38.117374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:38.117418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:38.117447] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:38.121218] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-04T20:42:38.121524] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-04T20:42:38.121694] [INFO ] [sig       ] PAXS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:38.282111] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAXS.txt
[2025-12-04T20:42:38.282340] [INFO ] [sig       ] [2398/3547] Completed PAXS in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:38.282382] [INFO ] [sig       ] [2399/3547] Forecasting PAY...
[2025-12-04T20:42:38.282413] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-04T20:42:38.282446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-04T20:42:38.295533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-04T20:42:38.295982] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-04T20:42:38.296951] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-04T20:42:38.297004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:38.297037] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:38.297064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:38.297121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:38.355227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:38.356364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:38.356475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:38.356533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:38.478824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:38.479041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:38.479085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:38.479113] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:38.482805] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=56.10%)
[2025-12-04T20:42:38.483098] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-04T20:42:38.483227] [INFO ] [sig       ] PAY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:38.625864] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAY.txt
[2025-12-04T20:42:38.626068] [INFO ] [sig       ] [2399/3547] Completed PAY in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:38.626109] [INFO ] [sig       ] [2400/3547] Forecasting PAYC...
[2025-12-04T20:42:38.626140] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-04T20:42:38.626173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-04T20:42:38.640300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-04T20:42:38.640898] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-04T20:42:38.641886] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-04T20:42:38.641941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:38.641972] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:38.641998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:38.642055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:38.702226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:38.703480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:38.703620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:38.703655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:38.825469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:38.825712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:38.825757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:38.825786] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:38.829718] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-04T20:42:38.830035] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-04T20:42:38.830179] [INFO ] [sig       ] PAYC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:38.974541] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PAYC.txt
[2025-12-04T20:42:38.974779] [INFO ] [sig       ] [2400/3547] Completed PAYC in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:38.974836] [INFO ] [sig       ] [2401/3547] Forecasting PAYO...
[2025-12-04T20:42:38.974869] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-04T20:42:38.974898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-04T20:42:38.988544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-04T20:42:38.989041] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-04T20:42:38.989892] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-04T20:42:38.989946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:38.989978] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:38.990004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:38.990059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:39.045623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:39.046495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:39.046610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:39.046644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:39.169379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:39.169532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:39.169587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:39.169617] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:39.173012] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-04T20:42:39.173273] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-04T20:42:39.173390] [INFO ] [sig       ] PAYO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:39.309423] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAYO.txt
[2025-12-04T20:42:39.309523] [INFO ] [sig       ] [2401/3547] Completed PAYO in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:39.309558] [INFO ] [sig       ] [2402/3547] Forecasting PAYS...
[2025-12-04T20:42:39.309605] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-04T20:42:39.309634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-04T20:42:39.323493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-04T20:42:39.323995] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-04T20:42:39.324931] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-04T20:42:39.324984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:39.325016] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:39.325043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:39.325099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:39.384163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:39.385306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:39.385406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:39.385439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:39.507612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:39.507852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:39.507898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:39.507926] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:39.511939] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-04T20:42:39.512281] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-04T20:42:39.512421] [INFO ] [sig       ] PAYS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:39.655941] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAYS.txt
[2025-12-04T20:42:39.656162] [INFO ] [sig       ] [2402/3547] Completed PAYS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:39.656203] [INFO ] [sig       ] [2403/3547] Forecasting PAYX...
[2025-12-04T20:42:39.656233] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-04T20:42:39.656263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-04T20:42:39.669609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-04T20:42:39.670060] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-04T20:42:39.671037] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-04T20:42:39.671088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:39.671120] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:39.671146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:39.671226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:39.729059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:39.730191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:39.730340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:39.730375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:39.850255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:39.850508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:39.850553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:39.850600] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:39.854431] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-04T20:42:39.854745] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-04T20:42:39.854878] [INFO ] [sig       ] PAYX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:39.998146] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PAYX.txt
[2025-12-04T20:42:39.998400] [INFO ] [sig       ] [2403/3547] Completed PAYX in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:39.998445] [INFO ] [sig       ] [2404/3547] Forecasting PB...
[2025-12-04T20:42:39.998478] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-04T20:42:39.998510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-04T20:42:40.012142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-04T20:42:40.012647] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-04T20:42:40.013499] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-04T20:42:40.013549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:40.013598] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:40.013625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:40.013679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:40.068750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:40.069731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:40.069843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:40.069875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:40.189148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:40.189335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:40.189395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:40.189423] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:40.193023] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-04T20:42:40.193311] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-04T20:42:40.193440] [INFO ] [sig       ] PB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:40.328662] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PB.txt
[2025-12-04T20:42:40.328816] [INFO ] [sig       ] [2404/3547] Completed PB in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:40.328854] [INFO ] [sig       ] [2405/3547] Forecasting PBA...
[2025-12-04T20:42:40.328881] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-04T20:42:40.328909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-04T20:42:40.340806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-04T20:42:40.341149] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-04T20:42:40.342013] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-04T20:42:40.342065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:40.342095] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:40.342121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:40.342176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:40.397191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:40.397931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:40.398014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:40.398045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:40.523801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:40.523981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:40.524022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:40.524049] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:40.527690] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-04T20:42:40.527998] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-04T20:42:40.528133] [INFO ] [sig       ] PBA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:40.663694] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PBA.txt
[2025-12-04T20:42:40.663837] [INFO ] [sig       ] [2405/3547] Completed PBA in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:40.663875] [INFO ] [sig       ] [2406/3547] Forecasting PBF...
[2025-12-04T20:42:40.663903] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-04T20:42:40.663930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-04T20:42:40.678454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-04T20:42:40.679106] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-04T20:42:40.680112] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-04T20:42:40.680174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:40.680209] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:40.680236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:40.680294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:40.737949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:40.739161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:40.739293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:40.739326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:40.866726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:40.866966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:40.867014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:40.867044] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:40.871010] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-04T20:42:40.871324] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-04T20:42:40.871477] [INFO ] [sig       ] PBF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:41.011246] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PBF.txt
[2025-12-04T20:42:41.011495] [INFO ] [sig       ] [2406/3547] Completed PBF in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:41.011537] [INFO ] [sig       ] [2407/3547] Forecasting PBFS...
[2025-12-04T20:42:41.011567] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-04T20:42:41.011620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-04T20:42:41.024266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-04T20:42:41.024798] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-04T20:42:41.025851] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-04T20:42:41.025905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:41.025939] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:41.025968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:41.026026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:41.082462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:41.083613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:41.083716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:41.083750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:41.187547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:41.187776] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:42:41.187817] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:41.187844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:41.191645] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-04T20:42:41.191930] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-04T20:42:41.192056] [INFO ] [sig       ] PBFS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:41.331037] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PBFS.txt
[2025-12-04T20:42:41.331275] [INFO ] [sig       ] [2407/3547] Completed PBFS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:41.331316] [INFO ] [sig       ] [2408/3547] Forecasting PBH...
[2025-12-04T20:42:41.331351] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-04T20:42:41.331383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-04T20:42:41.344370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-04T20:42:41.344924] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-04T20:42:41.345830] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-04T20:42:41.345882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:41.345932] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:41.345958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:41.346014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:41.405548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:41.406845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:41.406944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:41.406976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:41.530859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:41.531086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:41.531131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:41.531157] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:41.535113] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-04T20:42:41.535466] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-04T20:42:41.535637] [INFO ] [sig       ] PBH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:41.675351] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PBH.txt
[2025-12-04T20:42:41.675589] [INFO ] [sig       ] [2408/3547] Completed PBH in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:41.675634] [INFO ] [sig       ] [2409/3547] Forecasting PBI...
[2025-12-04T20:42:41.675662] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-04T20:42:41.675693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-04T20:42:41.689011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-04T20:42:41.689505] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-04T20:42:41.690430] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-04T20:42:41.690486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:41.690518] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:41.690543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:41.690618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:41.747842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:41.749019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:41.749120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:41.749154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:41.882314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:41.882546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:41.882608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:41.882641] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:41.886590] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-04T20:42:41.886897] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-04T20:42:41.887035] [INFO ] [sig       ] PBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:42.037985] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PBI.txt
[2025-12-04T20:42:42.038195] [INFO ] [sig       ] [2409/3547] Completed PBI in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:42.038241] [INFO ] [sig       ] [2410/3547] Forecasting PBM...
[2025-12-04T20:42:42.038298] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-04T20:42:42.038332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-04T20:42:42.051418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-04T20:42:42.051832] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-04T20:42:42.052658] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-04T20:42:42.052709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:42.052779] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:42.052806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:42.052875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:42.109704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:42.110650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:42.110734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:42.110765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:42.230858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:42.231009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:42.231055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:42.231082] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:42.234404] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-04T20:42:42.234684] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-04T20:42:42.234799] [INFO ] [sig       ] PBM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:42.370182] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PBM.txt
[2025-12-04T20:42:42.370301] [INFO ] [sig       ] [2410/3547] Completed PBM in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:42.370336] [INFO ] [sig       ] [2411/3547] Forecasting PBYI...
[2025-12-04T20:42:42.370364] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-04T20:42:42.370392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-04T20:42:42.383867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-04T20:42:42.384501] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-04T20:42:42.385477] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-04T20:42:42.385534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:42.385566] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:42.385615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:42.385674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:42.446347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:42.447742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:42.447902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:42.447944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:42.581417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:42.581675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:42.581723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:42.581754] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:42.586236] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-04T20:42:42.586759] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-04T20:42:42.586940] [INFO ] [sig       ] PBYI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:42.760721] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PBYI.txt
[2025-12-04T20:42:42.760935] [INFO ] [sig       ] [2411/3547] Completed PBYI in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:42.760976] [INFO ] [sig       ] [2412/3547] Forecasting PCB...
[2025-12-04T20:42:42.761014] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-04T20:42:42.761044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-04T20:42:42.775128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-04T20:42:42.775747] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-04T20:42:42.776758] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-04T20:42:42.776817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:42.776859] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:42.776888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:42.776946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:42.836735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:42.837913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:42.838018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:42.838052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:42.964065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:42.964304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:42.964349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:42.964377] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:42.968621] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=64.73%)
[2025-12-04T20:42:42.969010] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-04T20:42:42.969194] [INFO ] [sig       ] PCB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:43.118786] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PCB.txt
[2025-12-04T20:42:43.119000] [INFO ] [sig       ] [2412/3547] Completed PCB in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:43.119041] [INFO ] [sig       ] [2413/3547] Forecasting PCF...
[2025-12-04T20:42:43.119070] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-04T20:42:43.119100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-04T20:42:43.132032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-04T20:42:43.132612] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-04T20:42:43.133542] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-04T20:42:43.133618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:43.133651] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:43.133675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:43.133731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:43.193165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:43.194343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:43.194466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:43.194501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:43.321382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:43.321657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:43.321706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:43.321784] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:43.325720] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-12-04T20:42:43.326032] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-04T20:42:43.326163] [INFO ] [sig       ] PCF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:43.466278] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PCF.txt
[2025-12-04T20:42:43.466533] [INFO ] [sig       ] [2413/3547] Completed PCF in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:43.466594] [INFO ] [sig       ] [2414/3547] Forecasting PCG...
[2025-12-04T20:42:43.466627] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-04T20:42:43.466657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-04T20:42:43.480646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-04T20:42:43.481227] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-04T20:42:43.482094] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-04T20:42:43.482144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:43.482173] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:43.482198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:43.482280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:43.538411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:43.539675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:43.539776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:43.539808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:43.671218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:43.671489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:43.671537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:43.671566] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:43.675529] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-04T20:42:43.675911] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-04T20:42:43.676063] [INFO ] [sig       ] PCG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:43.839977] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PCG.txt
[2025-12-04T20:42:43.840200] [INFO ] [sig       ] [2414/3547] Completed PCG in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-04T20:42:43.840244] [INFO ] [sig       ] [2415/3547] Forecasting PCH...
[2025-12-04T20:42:43.840277] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-04T20:42:43.840314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-04T20:42:43.853465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-04T20:42:43.853907] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-04T20:42:43.854817] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-04T20:42:43.854867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:43.854898] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:43.854923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:43.854979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:43.911281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:43.912149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:43.912241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:43.912273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:44.051377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:44.051667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:44.051715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:44.051745] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:44.055873] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=36.33%)
[2025-12-04T20:42:44.056237] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-04T20:42:44.056404] [INFO ] [sig       ] PCH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:44.204393] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PCH.txt
[2025-12-04T20:42:44.204594] [INFO ] [sig       ] [2415/3547] Completed PCH in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.4m
[2025-12-04T20:42:44.204635] [INFO ] [sig       ] [2416/3547] Forecasting PCM...
[2025-12-04T20:42:44.204664] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-04T20:42:44.204695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-04T20:42:44.217504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-04T20:42:44.217887] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-04T20:42:44.218841] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-04T20:42:44.218893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:44.218925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:44.218951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:44.219008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:44.278785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:44.279818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:44.279912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:44.279947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:44.406920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:44.407078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:44.407117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:44.407144] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:44.410486] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=67.02%)
[2025-12-04T20:42:44.410768] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-04T20:42:44.410891] [INFO ] [sig       ] PCM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:44.548918] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PCM.txt
[2025-12-04T20:42:44.549046] [INFO ] [sig       ] [2416/3547] Completed PCM in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:44.549081] [INFO ] [sig       ] [2417/3547] Forecasting PCN...
[2025-12-04T20:42:44.549109] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-04T20:42:44.549137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-04T20:42:44.561061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-04T20:42:44.561415] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-04T20:42:44.562298] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-04T20:42:44.562349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:44.562381] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:44.562408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:44.562466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:44.619396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:44.620115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:44.620193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:44.620222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:44.744844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:44.745102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:44.745152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:44.745182] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:44.749471] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=82.94%)
[2025-12-04T20:42:44.749827] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-04T20:42:44.749979] [INFO ] [sig       ] PCN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:44.890537] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PCN.txt
[2025-12-04T20:42:44.890768] [INFO ] [sig       ] [2417/3547] Completed PCN in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:44.890811] [INFO ] [sig       ] [2418/3547] Forecasting PCQ...
[2025-12-04T20:42:44.890841] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-04T20:42:44.890874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-04T20:42:44.903802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-04T20:42:44.904268] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-04T20:42:44.905178] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-04T20:42:44.905230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:44.905261] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:44.905292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:44.905350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:44.962269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:44.963255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:44.963350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:44.963383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:45.080715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:45.080940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:45.080985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:45.081012] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:45.084858] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-04T20:42:45.085173] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-04T20:42:45.085312] [INFO ] [sig       ] PCQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:45.229149] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PCQ.txt
[2025-12-04T20:42:45.229342] [INFO ] [sig       ] [2418/3547] Completed PCQ in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:45.229383] [INFO ] [sig       ] [2419/3547] Forecasting PCRX...
[2025-12-04T20:42:45.229412] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-04T20:42:45.229441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-04T20:42:45.243119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-04T20:42:45.243596] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-04T20:42:45.244521] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-04T20:42:45.244604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:45.244642] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:45.244668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:45.244729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:45.301685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:45.302668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:45.302763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:45.302796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:45.427160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:45.427386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:45.427429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:45.427456] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:45.431276] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-04T20:42:45.431614] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-04T20:42:45.431749] [INFO ] [sig       ] PCRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:45.574899] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PCRX.txt
[2025-12-04T20:42:45.575097] [INFO ] [sig       ] [2419/3547] Completed PCRX in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:45.575139] [INFO ] [sig       ] [2420/3547] Forecasting PCTY...
[2025-12-04T20:42:45.575169] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-04T20:42:45.575199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-04T20:42:45.588826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-04T20:42:45.589208] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-04T20:42:45.590009] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-04T20:42:45.590058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:45.590087] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:45.590113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:45.590166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:45.645377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:45.646281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:45.646400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:45.646433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:45.767967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:45.768126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:45.768164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:45.768192] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:45.771534] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-04T20:42:45.771809] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-04T20:42:45.771925] [INFO ] [sig       ] PCTY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:45.911027] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PCTY.txt
[2025-12-04T20:42:45.911180] [INFO ] [sig       ] [2420/3547] Completed PCTY in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:45.911217] [INFO ] [sig       ] [2421/3547] Forecasting PCVX...
[2025-12-04T20:42:45.911247] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-04T20:42:45.911276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-04T20:42:45.922329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-04T20:42:45.922711] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-04T20:42:45.923464] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-04T20:42:45.923525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:45.923556] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:45.923600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:45.923657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:45.978920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:45.979742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:45.979820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:45.979850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:46.099702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:46.099859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:46.099898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:46.099925] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:46.103215] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=40.95%)
[2025-12-04T20:42:46.103479] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-04T20:42:46.103616] [INFO ] [sig       ] PCVX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:46.241160] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PCVX.txt
[2025-12-04T20:42:46.241297] [INFO ] [sig       ] [2421/3547] Completed PCVX in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:46.241333] [INFO ] [sig       ] [2422/3547] Forecasting PCYO...
[2025-12-04T20:42:46.241361] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-04T20:42:46.241389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-04T20:42:46.252390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-04T20:42:46.252700] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-04T20:42:46.253438] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-04T20:42:46.253486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:46.253516] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:46.253541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:46.253610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:46.309342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:46.310178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:46.310256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:46.310287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:46.429607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:46.429761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:46.429798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:46.429824] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:46.433084] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-04T20:42:46.433339] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-04T20:42:46.433454] [INFO ] [sig       ] PCYO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:46.570402] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PCYO.txt
[2025-12-04T20:42:46.570550] [INFO ] [sig       ] [2422/3547] Completed PCYO in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:46.570606] [INFO ] [sig       ] [2423/3547] Forecasting PD...
[2025-12-04T20:42:46.570635] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-04T20:42:46.570663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-04T20:42:46.582031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-04T20:42:46.582286] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-04T20:42:46.583045] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-04T20:42:46.583094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:46.583124] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:46.583149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:46.583202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:46.638033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:46.638664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:46.638738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:46.638768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:46.755328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:46.755480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:46.755518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:46.755545] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:46.758879] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-04T20:42:46.759143] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-04T20:42:46.759258] [INFO ] [sig       ] PD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:46.894964] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PD.txt
[2025-12-04T20:42:46.895115] [INFO ] [sig       ] [2423/3547] Completed PD in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:46.895152] [INFO ] [sig       ] [2424/3547] Forecasting PDBC...
[2025-12-04T20:42:46.895181] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-04T20:42:46.895208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-04T20:42:46.906353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-04T20:42:46.906667] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-04T20:42:46.907416] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-04T20:42:46.907466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:46.907495] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:46.907520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:46.907593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:46.962839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:46.963503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:46.963595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:46.963629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:47.078508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:47.078684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:47.078725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:47.078753] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:47.082232] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-04T20:42:47.082530] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-04T20:42:47.082695] [INFO ] [sig       ] PDBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:47.229006] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PDBC.txt
[2025-12-04T20:42:47.229164] [INFO ] [sig       ] [2424/3547] Completed PDBC in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:47.229209] [INFO ] [sig       ] [2425/3547] Forecasting PDD...
[2025-12-04T20:42:47.229239] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-04T20:42:47.229268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-04T20:42:47.241442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-04T20:42:47.241720] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-04T20:42:47.242478] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-04T20:42:47.242528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:47.242558] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:47.242614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:47.242672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:47.298712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:47.299356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:47.299435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:47.299467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:47.420216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:47.420372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:47.420412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:47.420439] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:47.423833] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-04T20:42:47.424100] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-04T20:42:47.424218] [INFO ] [sig       ] PDD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:47.564868] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PDD.txt
[2025-12-04T20:42:47.565029] [INFO ] [sig       ] [2425/3547] Completed PDD in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:47.565069] [INFO ] [sig       ] [2426/3547] Forecasting PDEX...
[2025-12-04T20:42:47.565099] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-04T20:42:47.565127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-04T20:42:47.576735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-04T20:42:47.577115] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-04T20:42:47.577908] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-04T20:42:47.577959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:47.577991] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:47.578017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:47.578072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:47.635133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:47.635829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:47.635907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:47.635938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:47.759374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:47.759524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:47.759588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:47.759628] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:47.762957] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-12-04T20:42:47.763240] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-04T20:42:47.763358] [INFO ] [sig       ] PDEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:47.904118] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PDEX.txt
[2025-12-04T20:42:47.904270] [INFO ] [sig       ] [2426/3547] Completed PDEX in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:47.904310] [INFO ] [sig       ] [2427/3547] Forecasting PDFS...
[2025-12-04T20:42:47.904341] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-04T20:42:47.904370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-04T20:42:47.918157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-04T20:42:47.918533] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-04T20:42:47.919368] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-04T20:42:47.919430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:47.919513] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:47.919557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:47.919674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:47.989327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:47.990188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:47.990273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:47.990305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:48.136443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:48.136663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:48.136721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:48.136765] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:48.141542] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-04T20:42:48.141967] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-04T20:42:48.142139] [INFO ] [sig       ] PDFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:48.283358] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PDFS.txt
[2025-12-04T20:42:48.283511] [INFO ] [sig       ] [2427/3547] Completed PDFS in 0.4s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:48.283549] [INFO ] [sig       ] [2428/3547] Forecasting PDI...
[2025-12-04T20:42:48.283600] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-04T20:42:48.283632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-04T20:42:48.295892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-04T20:42:48.296281] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-04T20:42:48.297065] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-04T20:42:48.297116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:48.297146] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:48.297172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:48.297226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:48.353730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:48.354622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:48.354701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:48.354733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:48.473327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:48.473475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:48.473531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:48.473560] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:48.477030] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-04T20:42:48.477291] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-04T20:42:48.477408] [INFO ] [sig       ] PDI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:48.617695] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PDI.txt
[2025-12-04T20:42:48.617820] [INFO ] [sig       ] [2428/3547] Completed PDI in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:48.617857] [INFO ] [sig       ] [2429/3547] Forecasting PDLB...
[2025-12-04T20:42:48.617884] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-04T20:42:48.617912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-04T20:42:48.630086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-04T20:42:48.630512] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-04T20:42:48.631358] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-04T20:42:48.631409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:48.631440] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:48.631465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:48.631522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:48.690684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:48.691616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:48.691699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:48.691731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:48.812822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:48.812968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:48.813006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:48.813032] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:48.816523] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-04T20:42:48.816995] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-04T20:42:48.817113] [INFO ] [sig       ] PDLB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:48.955021] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PDLB.txt
[2025-12-04T20:42:48.955139] [INFO ] [sig       ] [2429/3547] Completed PDLB in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:48.955175] [INFO ] [sig       ] [2430/3547] Forecasting PDM...
[2025-12-04T20:42:48.955204] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-04T20:42:48.955233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-04T20:42:48.965852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-04T20:42:48.966117] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-04T20:42:48.966870] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-04T20:42:48.966919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:48.966948] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:48.966974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:48.967027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:49.022026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:49.022679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:49.022753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:49.022783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:49.141278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:49.141706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:49.141953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:49.142063] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:49.146885] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=50.57%)
[2025-12-04T20:42:49.147235] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-04T20:42:49.147426] [INFO ] [sig       ] PDM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:49.286845] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PDM.txt
[2025-12-04T20:42:49.287034] [INFO ] [sig       ] [2430/3547] Completed PDM in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:49.287075] [INFO ] [sig       ] [2431/3547] Forecasting PDO...
[2025-12-04T20:42:49.287105] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-04T20:42:49.287135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-04T20:42:49.300723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-04T20:42:49.301232] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-04T20:42:49.302061] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-04T20:42:49.302113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:49.302143] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:49.302168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:49.302223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:49.357934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:49.358950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:49.359036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:49.359067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:49.477419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:49.477602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:49.477643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:49.477671] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:49.481217] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-12-04T20:42:49.481593] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-04T20:42:49.481741] [INFO ] [sig       ] PDO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:49.625979] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PDO.txt
[2025-12-04T20:42:49.626213] [INFO ] [sig       ] [2431/3547] Completed PDO in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-04T20:42:49.626257] [INFO ] [sig       ] [2432/3547] Forecasting PDP...
[2025-12-04T20:42:49.626288] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-04T20:42:49.626319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-04T20:42:49.641323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-04T20:42:49.641962] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-04T20:42:49.643033] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-04T20:42:49.643088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:49.643149] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:49.643192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:49.643254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:49.706634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:49.707775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:49.707903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:49.707938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:49.827460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:49.827692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:49.827735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:49.827763] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:49.831471] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-12-04T20:42:49.831779] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-04T20:42:49.831906] [INFO ] [sig       ] PDP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:49.975993] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PDP.txt
[2025-12-04T20:42:49.976192] [INFO ] [sig       ] [2432/3547] Completed PDP in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.3m
[2025-12-04T20:42:49.976232] [INFO ] [sig       ] [2433/3547] Forecasting PDS...
[2025-12-04T20:42:49.976263] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-04T20:42:49.976296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-04T20:42:49.992524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-04T20:42:49.993130] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-04T20:42:49.994408] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-04T20:42:49.994491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:49.994533] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:49.994568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:49.994676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:50.052116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:50.053068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:50.053174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:50.053205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:50.186927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:50.187091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:50.187154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:50.187193] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:50.190588] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-04T20:42:50.190858] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-04T20:42:50.190989] [INFO ] [sig       ] PDS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:50.328103] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PDS.txt
[2025-12-04T20:42:50.328252] [INFO ] [sig       ] [2433/3547] Completed PDS in 0.4s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:50.328307] [INFO ] [sig       ] [2434/3547] Forecasting PDX...
[2025-12-04T20:42:50.328337] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-04T20:42:50.328365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-04T20:42:50.339511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-04T20:42:50.339872] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-04T20:42:50.340632] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-04T20:42:50.340680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:50.340711] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:50.340736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:50.340790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:50.396621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:50.397438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:50.397518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:50.397549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:50.529873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:50.530103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:50.530150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:50.530177] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:50.534053] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-12-04T20:42:50.534400] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-04T20:42:50.534538] [INFO ] [sig       ] PDX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:50.680893] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PDX.txt
[2025-12-04T20:42:50.681075] [INFO ] [sig       ] [2434/3547] Completed PDX in 0.4s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:50.681115] [INFO ] [sig       ] [2435/3547] Forecasting PDYN...
[2025-12-04T20:42:50.681144] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-04T20:42:50.681173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-04T20:42:50.694591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-04T20:42:50.694981] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-04T20:42:50.695865] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-04T20:42:50.695916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:50.695946] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:50.695971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:50.696026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:50.753817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:50.754979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:50.755109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:50.755144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:50.876752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:50.876982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:50.877027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:50.877053] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:50.880890] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-12-04T20:42:50.881188] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-04T20:42:50.881328] [INFO ] [sig       ] PDYN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:51.024489] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PDYN.txt
[2025-12-04T20:42:51.024728] [INFO ] [sig       ] [2435/3547] Completed PDYN in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:51.024770] [INFO ] [sig       ] [2436/3547] Forecasting PEB...
[2025-12-04T20:42:51.024808] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-04T20:42:51.024840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-04T20:42:51.039020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-04T20:42:51.039509] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-04T20:42:51.040397] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-04T20:42:51.040503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:51.040539] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:51.040564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:51.040641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:51.097894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:51.099139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:51.099242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:51.099280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:51.223616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:51.223852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:51.223897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:51.223924] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:51.227738] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-04T20:42:51.228059] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-04T20:42:51.228190] [INFO ] [sig       ] PEB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:51.380766] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PEB.txt
[2025-12-04T20:42:51.380993] [INFO ] [sig       ] [2436/3547] Completed PEB in 0.4s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:51.381063] [INFO ] [sig       ] [2437/3547] Forecasting PEBK...
[2025-12-04T20:42:51.381111] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-04T20:42:51.381144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-04T20:42:51.392252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-04T20:42:51.392717] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-04T20:42:51.393497] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-04T20:42:51.393548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:51.393617] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:51.393652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:51.393719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:51.449712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:51.450625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:51.450770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:51.450803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:51.542450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:51.542616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:51.542659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:51.542686] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:51.546214] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=16.22%)
[2025-12-04T20:42:51.546523] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-04T20:42:51.546672] [INFO ] [sig       ] PEBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:51.694059] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PEBK.txt
[2025-12-04T20:42:51.694208] [INFO ] [sig       ] [2437/3547] Completed PEBK in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:51.694245] [INFO ] [sig       ] [2438/3547] Forecasting PEBO...
[2025-12-04T20:42:51.694274] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-04T20:42:51.694303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-04T20:42:51.706605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-04T20:42:51.706979] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-04T20:42:51.707801] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-04T20:42:51.707853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:51.707884] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:51.707911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:51.707967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:51.766703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:51.767556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:51.767677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:51.767720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:51.885631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:51.885765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:51.885805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:51.885833] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:51.889786] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-04T20:42:51.890148] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-04T20:42:51.890289] [INFO ] [sig       ] PEBO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:52.042520] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PEBO.txt
[2025-12-04T20:42:52.042751] [INFO ] [sig       ] [2438/3547] Completed PEBO in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:52.042809] [INFO ] [sig       ] [2439/3547] Forecasting PECO...
[2025-12-04T20:42:52.042839] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-04T20:42:52.042870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-04T20:42:52.056032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-04T20:42:52.056448] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-04T20:42:52.057348] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-04T20:42:52.057399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:52.057430] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:52.057455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:52.057510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:52.115045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:52.116064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:52.116162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:52.116197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:52.238729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:52.238954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:52.238999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:52.239053] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:52.242852] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-04T20:42:52.243165] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-04T20:42:52.243302] [INFO ] [sig       ] PECO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:52.383750] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PECO.txt
[2025-12-04T20:42:52.383993] [INFO ] [sig       ] [2439/3547] Completed PECO in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:52.384040] [INFO ] [sig       ] [2440/3547] Forecasting PEG...
[2025-12-04T20:42:52.384071] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-04T20:42:52.384110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-04T20:42:52.398670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-04T20:42:52.399245] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-04T20:42:52.400230] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-04T20:42:52.400284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:52.400318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:52.400346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:52.400402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:52.460925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:52.461939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:52.462028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:52.462059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:52.580619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:52.580793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:52.580835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:52.580862] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:52.584166] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-04T20:42:52.584437] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-04T20:42:52.584557] [INFO ] [sig       ] PEG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:52.722378] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PEG.txt
[2025-12-04T20:42:52.722552] [INFO ] [sig       ] [2440/3547] Completed PEG in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:52.722611] [INFO ] [sig       ] [2441/3547] Forecasting PEGA...
[2025-12-04T20:42:52.722641] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-04T20:42:52.722670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-04T20:42:52.734129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-04T20:42:52.734458] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-04T20:42:52.735240] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-04T20:42:52.735289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:52.735319] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:52.735344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:52.735398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:52.790421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:52.791119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:52.791197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:52.791243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:52.909873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:52.910009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:52.910048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:52.910075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:52.913456] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-04T20:42:52.913753] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-04T20:42:52.913873] [INFO ] [sig       ] PEGA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:53.050886] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PEGA.txt
[2025-12-04T20:42:53.051037] [INFO ] [sig       ] [2441/3547] Completed PEGA in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:53.051074] [INFO ] [sig       ] [2442/3547] Forecasting PEN...
[2025-12-04T20:42:53.051103] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-04T20:42:53.051133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-04T20:42:53.062534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-04T20:42:53.062981] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-04T20:42:53.063812] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-04T20:42:53.063864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:53.063896] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:53.063922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:53.063975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:53.122298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:53.123449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:53.123546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:53.123602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:53.244695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:53.244920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:53.244963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:53.244991] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:53.248889] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-04T20:42:53.249207] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-04T20:42:53.249337] [INFO ] [sig       ] PEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:53.393832] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PEN.txt
[2025-12-04T20:42:53.394030] [INFO ] [sig       ] [2442/3547] Completed PEN in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:53.394071] [INFO ] [sig       ] [2443/3547] Forecasting PENN...
[2025-12-04T20:42:53.394101] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-04T20:42:53.394132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-04T20:42:53.407437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-04T20:42:53.407898] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-04T20:42:53.408830] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-04T20:42:53.408887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:53.408921] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:53.408947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:53.409029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:53.468829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:53.470221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:53.470337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:53.470382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:53.588731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:53.588892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:53.588931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:53.588957] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:53.592356] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-04T20:42:53.592647] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-04T20:42:53.592773] [INFO ] [sig       ] PENN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:53.736035] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PENN.txt
[2025-12-04T20:42:53.736159] [INFO ] [sig       ] [2443/3547] Completed PENN in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:53.736194] [INFO ] [sig       ] [2444/3547] Forecasting PEO...
[2025-12-04T20:42:53.736221] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-04T20:42:53.736250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-04T20:42:53.747426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-04T20:42:53.747710] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-04T20:42:53.748504] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-04T20:42:53.748553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:53.748638] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:53.748683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:53.748771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:53.807812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:53.808476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:53.808554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:53.808605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:53.924505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:53.924669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:53.924708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:53.924735] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:53.928000] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-04T20:42:53.928299] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-04T20:42:53.928433] [INFO ] [sig       ] PEO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:54.070109] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PEO.txt
[2025-12-04T20:42:54.070258] [INFO ] [sig       ] [2444/3547] Completed PEO in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:54.070296] [INFO ] [sig       ] [2445/3547] Forecasting PEP...
[2025-12-04T20:42:54.070323] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-04T20:42:54.070353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-04T20:42:54.083771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-04T20:42:54.084197] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-04T20:42:54.085221] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-04T20:42:54.085306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:54.085353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:54.085394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:54.085472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:54.142149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:54.142979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:54.143055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:54.143086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:54.264647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:54.264800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:54.264841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:54.264870] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:54.268208] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-04T20:42:54.268525] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-04T20:42:54.268669] [INFO ] [sig       ] PEP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:54.407023] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PEP.txt
[2025-12-04T20:42:54.407159] [INFO ] [sig       ] [2445/3547] Completed PEP in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:54.407196] [INFO ] [sig       ] [2446/3547] Forecasting PEPG...
[2025-12-04T20:42:54.407223] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-04T20:42:54.407252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-04T20:42:54.419354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-04T20:42:54.419775] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-04T20:42:54.420672] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-04T20:42:54.420729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:54.420761] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:54.420788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:54.420843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:54.480713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:54.481636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:54.481731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:54.481763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:54.598905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:54.599065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:54.599102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:54.599128] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:54.602457] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2025-12-04T20:42:54.602802] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-04T20:42:54.602937] [INFO ] [sig       ] PEPG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:54.746821] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PEPG.txt
[2025-12-04T20:42:54.746974] [INFO ] [sig       ] [2446/3547] Completed PEPG in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:54.747013] [INFO ] [sig       ] [2447/3547] Forecasting PERF...
[2025-12-04T20:42:54.747041] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-04T20:42:54.747070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-04T20:42:54.758971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-04T20:42:54.759276] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-04T20:42:54.760114] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-04T20:42:54.760166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:54.760198] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:54.760225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:54.760282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:54.817884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:54.818553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:54.818651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:54.818682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:54.933241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:54.933408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:54.933459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:54.933535] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:54.937716] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-04T20:42:54.938038] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-04T20:42:54.938172] [INFO ] [sig       ] PERF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:55.080612] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PERF.txt
[2025-12-04T20:42:55.080746] [INFO ] [sig       ] [2447/3547] Completed PERF in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:55.080787] [INFO ] [sig       ] [2448/3547] Forecasting PERI...
[2025-12-04T20:42:55.080816] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-04T20:42:55.080848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-04T20:42:55.093101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-04T20:42:55.093501] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-04T20:42:55.094317] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-04T20:42:55.094369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:55.094399] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:55.094425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:55.094479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:55.150486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:55.151425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:55.151527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:55.151558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:55.271956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:55.272116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:55.272154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:55.272180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:55.275494] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-04T20:42:55.275797] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-04T20:42:55.275921] [INFO ] [sig       ] PERI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:55.414814] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PERI.txt
[2025-12-04T20:42:55.414970] [INFO ] [sig       ] [2448/3547] Completed PERI in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:55.415007] [INFO ] [sig       ] [2449/3547] Forecasting PESI...
[2025-12-04T20:42:55.415035] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-04T20:42:55.415063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-04T20:42:55.426017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-04T20:42:55.426267] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-04T20:42:55.427020] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-04T20:42:55.427069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:55.427099] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:55.427124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:55.427179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:55.485555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:55.486219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:55.486292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:55.486323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:55.608142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:55.608294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:55.608348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:55.608375] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:55.611600] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-04T20:42:55.611868] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-04T20:42:55.611986] [INFO ] [sig       ] PESI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:55.748022] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PESI.txt
[2025-12-04T20:42:55.748169] [INFO ] [sig       ] [2449/3547] Completed PESI in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-04T20:42:55.748206] [INFO ] [sig       ] [2450/3547] Forecasting PETS...
[2025-12-04T20:42:55.748234] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-04T20:42:55.748284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-04T20:42:55.759354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-04T20:42:55.759682] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-04T20:42:55.760432] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-04T20:42:55.760482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:55.760512] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:55.760537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:55.760617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:55.816123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:55.816931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:55.817010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:55.817040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:55.936724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:55.936861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:55.936898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:55.936925] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:55.940153] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-04T20:42:55.940408] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-04T20:42:55.940524] [INFO ] [sig       ] PETS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:56.077113] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PETS.txt
[2025-12-04T20:42:56.077234] [INFO ] [sig       ] [2450/3547] Completed PETS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.2m
[2025-12-04T20:42:56.077270] [INFO ] [sig       ] [2451/3547] Forecasting PEY...
[2025-12-04T20:42:56.077297] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-04T20:42:56.077325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-04T20:42:56.088229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-04T20:42:56.088538] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-04T20:42:56.089302] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-04T20:42:56.089351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:56.089381] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:56.089406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:56.089460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:56.145442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:56.146055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:56.146126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:56.146156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:56.262182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:56.262376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:56.262414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:56.262441] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:56.265785] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-04T20:42:56.266068] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-04T20:42:56.266194] [INFO ] [sig       ] PEY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:56.404271] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PEY.txt
[2025-12-04T20:42:56.404403] [INFO ] [sig       ] [2451/3547] Completed PEY in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:56.404440] [INFO ] [sig       ] [2452/3547] Forecasting PFBC...
[2025-12-04T20:42:56.404468] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-04T20:42:56.404495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-04T20:42:56.415189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-04T20:42:56.415472] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-04T20:42:56.416240] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-04T20:42:56.416289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:56.416318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:56.416343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:56.416397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:56.471212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:56.471831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:56.471903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:56.471934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:56.583804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:56.583957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:56.583994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:56.584020] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:56.587238] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-12-04T20:42:56.587492] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-04T20:42:56.587624] [INFO ] [sig       ] PFBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:56.723272] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFBC.txt
[2025-12-04T20:42:56.723388] [INFO ] [sig       ] [2452/3547] Completed PFBC in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:56.723423] [INFO ] [sig       ] [2453/3547] Forecasting PFD...
[2025-12-04T20:42:56.723451] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-04T20:42:56.723479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-04T20:42:56.734218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-04T20:42:56.734479] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-04T20:42:56.735239] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-04T20:42:56.735287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:56.735316] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:56.735341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:56.735394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:56.791082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:56.791982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:56.792070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:56.792100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:56.899007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:56.899149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:56.899186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:56.899212] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:56.902443] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-04T20:42:56.902720] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-04T20:42:56.902838] [INFO ] [sig       ] PFD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:57.068346] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFD.txt
[2025-12-04T20:42:57.068613] [INFO ] [sig       ] [2453/3547] Completed PFD in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:57.068663] [INFO ] [sig       ] [2454/3547] Forecasting PFE...
[2025-12-04T20:42:57.068697] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-04T20:42:57.068729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-04T20:42:57.082726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-12-04T20:42:57.083390] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-04T20:42:57.084375] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-04T20:42:57.084432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:57.084471] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:57.084508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:57.084596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:57.152083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:57.153230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:57.153381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:57.153415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:57.281129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:57.281358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:57.281404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:57.281434] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:57.285684] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-04T20:42:57.286233] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-04T20:42:57.286410] [INFO ] [sig       ] PFE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:57.436484] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFE.txt
[2025-12-04T20:42:57.436725] [INFO ] [sig       ] [2454/3547] Completed PFE in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:57.436769] [INFO ] [sig       ] [2455/3547] Forecasting PFF...
[2025-12-04T20:42:57.436799] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-04T20:42:57.436832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-04T20:42:57.450256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-04T20:42:57.450851] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-04T20:42:57.451787] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-04T20:42:57.451841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:57.451873] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:57.451901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:57.451959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:57.509865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:57.511120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:57.511222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:57.511256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:57.640475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:57.640729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:57.640778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:57.640807] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:57.644718] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-04T20:42:57.645041] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-04T20:42:57.645185] [INFO ] [sig       ] PFF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:57.794649] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFF.txt
[2025-12-04T20:42:57.794874] [INFO ] [sig       ] [2455/3547] Completed PFF in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:57.794916] [INFO ] [sig       ] [2456/3547] Forecasting PFG...
[2025-12-04T20:42:57.794946] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-04T20:42:57.794975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-04T20:42:57.807994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-04T20:42:57.808486] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-04T20:42:57.809349] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-04T20:42:57.809403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:57.809461] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:57.809490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:57.809545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:57.869355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:57.870317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:57.870428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:57.870462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:58.001033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:58.001198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:58.001236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:58.001263] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:58.004730] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-04T20:42:58.005062] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-04T20:42:58.005191] [INFO ] [sig       ] PFG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:58.151204] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PFG.txt
[2025-12-04T20:42:58.151355] [INFO ] [sig       ] [2456/3547] Completed PFG in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:58.151391] [INFO ] [sig       ] [2457/3547] Forecasting PFGC...
[2025-12-04T20:42:58.151420] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-04T20:42:58.151448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-04T20:42:58.162350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-04T20:42:58.162731] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-04T20:42:58.163494] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-04T20:42:58.163545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:58.163597] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:58.163625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:58.163679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:58.221288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:58.222150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:58.222238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:58.222272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:58.343763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:58.343918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:58.343957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:58.343983] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:58.347282] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-04T20:42:58.347599] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-04T20:42:58.347728] [INFO ] [sig       ] PFGC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:58.490472] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PFGC.txt
[2025-12-04T20:42:58.490669] [INFO ] [sig       ] [2457/3547] Completed PFGC in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:58.490720] [INFO ] [sig       ] [2458/3547] Forecasting PFH...
[2025-12-04T20:42:58.490761] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-04T20:42:58.490803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-04T20:42:58.502295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-04T20:42:58.502603] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-04T20:42:58.503354] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-04T20:42:58.503404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:58.503434] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:58.503459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:58.503525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:58.559251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:58.559872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:58.559944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:58.559975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:58.677297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:58.677435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:58.677474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:58.677501] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:58.680836] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-04T20:42:58.681096] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-04T20:42:58.681212] [INFO ] [sig       ] PFH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:58.819530] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFH.txt
[2025-12-04T20:42:58.819669] [INFO ] [sig       ] [2458/3547] Completed PFH in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:58.819706] [INFO ] [sig       ] [2459/3547] Forecasting PFIS...
[2025-12-04T20:42:58.819740] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-04T20:42:58.819773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-04T20:42:58.831301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-04T20:42:58.831598] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-04T20:42:58.832486] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-04T20:42:58.832535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:58.832565] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:58.832610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:58.832665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:58.888900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:58.889764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:58.889851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:58.889883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:59.003013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:59.003159] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:42:59.003196] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:59.003222] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:59.006446] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=73.58%)
[2025-12-04T20:42:59.006718] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-04T20:42:59.006833] [INFO ] [sig       ] PFIS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:59.148411] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PFIS.txt
[2025-12-04T20:42:59.148567] [INFO ] [sig       ] [2459/3547] Completed PFIS in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:59.148629] [INFO ] [sig       ] [2460/3547] Forecasting PFL...
[2025-12-04T20:42:59.148659] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-04T20:42:59.148689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-04T20:42:59.159378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-04T20:42:59.159711] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-04T20:42:59.160461] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-04T20:42:59.160511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:59.160541] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:59.160589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:59.160649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:59.216383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:59.217098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:59.217175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:59.217208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:59.333111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:59.333256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:59.333295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:59.333323] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:59.336554] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-12-04T20:42:59.336826] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-04T20:42:59.336943] [INFO ] [sig       ] PFL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:42:59.473625] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFL.txt
[2025-12-04T20:42:59.473757] [INFO ] [sig       ] [2460/3547] Completed PFL in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:59.473793] [INFO ] [sig       ] [2461/3547] Forecasting PFM...
[2025-12-04T20:42:59.473822] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-04T20:42:59.473849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-04T20:42:59.484611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-04T20:42:59.484916] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-04T20:42:59.485699] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-04T20:42:59.485749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:59.485806] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:59.485835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:59.485891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:59.543124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:59.543902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:59.543980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:59.544012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:42:59.675054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:42:59.675222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:42:59.675263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:42:59.675291] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:42:59.678754] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=52.03%)
[2025-12-04T20:42:59.679026] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-04T20:42:59.679168] [INFO ] [sig       ] PFM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:42:59.815348] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PFM.txt
[2025-12-04T20:42:59.815507] [INFO ] [sig       ] [2461/3547] Completed PFM in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:42:59.815545] [INFO ] [sig       ] [2462/3547] Forecasting PFN...
[2025-12-04T20:42:59.815590] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-04T20:42:59.815622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-04T20:42:59.827312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-04T20:42:59.827667] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-04T20:42:59.828539] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-04T20:42:59.828616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:42:59.828651] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:42:59.828676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:42:59.828731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:42:59.885512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:42:59.886182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:42:59.886265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:42:59.886295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:00.007587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:00.007751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:00.007793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:00.007821] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:00.011228] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-04T20:43:00.011491] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-04T20:43:00.011628] [INFO ] [sig       ] PFN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:00.150872] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFN.txt
[2025-12-04T20:43:00.151007] [INFO ] [sig       ] [2462/3547] Completed PFN in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:43:00.151043] [INFO ] [sig       ] [2463/3547] Forecasting PFO...
[2025-12-04T20:43:00.151071] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-04T20:43:00.151100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-04T20:43:00.162675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-04T20:43:00.162955] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-04T20:43:00.163759] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-04T20:43:00.163811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:00.163842] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:00.163867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:00.163924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:00.220959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:00.221841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:00.221921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:00.221953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:00.333309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:00.333458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:00.333498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:00.333541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:00.336832] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=30.52%)
[2025-12-04T20:43:00.337090] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-04T20:43:00.337206] [INFO ] [sig       ] PFO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:00.475087] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFO.txt
[2025-12-04T20:43:00.475200] [INFO ] [sig       ] [2463/3547] Completed PFO in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:43:00.475235] [INFO ] [sig       ] [2464/3547] Forecasting PFS...
[2025-12-04T20:43:00.475262] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-04T20:43:00.475292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-04T20:43:00.486623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-04T20:43:00.486870] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-04T20:43:00.487613] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-04T20:43:00.487662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:00.487692] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:00.487717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:00.487770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:00.543287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:00.543869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:00.543943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:00.543973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:00.663163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:00.663263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:00.663298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:00.663325] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:00.666758] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=45.71%)
[2025-12-04T20:43:00.667011] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-04T20:43:00.667124] [INFO ] [sig       ] PFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:00.802210] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFS.txt
[2025-12-04T20:43:00.802306] [INFO ] [sig       ] [2464/3547] Completed PFS in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:43:00.802341] [INFO ] [sig       ] [2465/3547] Forecasting PFSI...
[2025-12-04T20:43:00.802368] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-04T20:43:00.802396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-04T20:43:00.813330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-04T20:43:00.813599] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-04T20:43:00.814324] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-04T20:43:00.814373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:00.814403] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:00.814427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:00.814481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:00.869554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:00.870131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:00.870217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:00.870248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:00.985348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:00.985429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:00.985461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:00.985486] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:00.988474] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-04T20:43:00.988749] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-04T20:43:00.988863] [INFO ] [sig       ] PFSI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:01.123878] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PFSI.txt
[2025-12-04T20:43:01.123983] [INFO ] [sig       ] [2465/3547] Completed PFSI in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:43:01.124018] [INFO ] [sig       ] [2466/3547] Forecasting PGC...
[2025-12-04T20:43:01.124044] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-04T20:43:01.124071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-04T20:43:01.140807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-04T20:43:01.141384] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-04T20:43:01.142546] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-04T20:43:01.142631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:01.142668] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:01.142696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:01.142754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:01.202134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:01.203372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:01.203480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:01.203513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:01.327420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:01.327675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:01.327725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:01.327754] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:01.331689] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-04T20:43:01.331990] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-04T20:43:01.332125] [INFO ] [sig       ] PGC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:01.479666] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PGC.txt
[2025-12-04T20:43:01.479872] [INFO ] [sig       ] [2466/3547] Completed PGC in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-04T20:43:01.479911] [INFO ] [sig       ] [2467/3547] Forecasting PGEN...
[2025-12-04T20:43:01.479941] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-04T20:43:01.479972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-04T20:43:01.493883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-04T20:43:01.494353] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-04T20:43:01.495331] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-04T20:43:01.495384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:01.495415] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:01.495456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:01.495514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:01.553554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:01.554446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:01.554530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:01.554561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:01.672623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:01.672792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:01.672837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:01.672870] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:01.676332] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-04T20:43:01.676630] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-04T20:43:01.676755] [INFO ] [sig       ] PGEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:01.818507] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PGEN.txt
[2025-12-04T20:43:01.818693] [INFO ] [sig       ] [2467/3547] Completed PGEN in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-04T20:43:01.818732] [INFO ] [sig       ] [2468/3547] Forecasting PGJ...
[2025-12-04T20:43:01.818760] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-04T20:43:01.818789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-04T20:43:01.830352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-04T20:43:01.830790] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-04T20:43:01.831597] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-04T20:43:01.831647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:01.831677] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:01.831702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:01.831756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:01.909154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:01.910042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:01.910124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:01.910156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:02.031938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:02.032097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:02.032137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:02.032166] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:02.035642] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-12-04T20:43:02.035953] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-04T20:43:02.036090] [INFO ] [sig       ] PGJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:02.184173] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PGJ.txt
[2025-12-04T20:43:02.184329] [INFO ] [sig       ] [2468/3547] Completed PGJ in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.1m
[2025-12-04T20:43:02.184368] [INFO ] [sig       ] [2469/3547] Forecasting PGNY...
[2025-12-04T20:43:02.184398] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-04T20:43:02.184428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-04T20:43:02.198067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-04T20:43:02.198603] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-04T20:43:02.199490] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-04T20:43:02.199542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:02.199591] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:02.199620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:02.199683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:02.256146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:02.257297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:02.257412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:02.257446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:02.383320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:02.383716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:02.383807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:02.383838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:02.389206] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-04T20:43:02.389652] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-04T20:43:02.389858] [INFO ] [sig       ] PGNY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:02.546648] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PGNY.txt
[2025-12-04T20:43:02.546891] [INFO ] [sig       ] [2469/3547] Completed PGNY in 0.4s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:02.546937] [INFO ] [sig       ] [2470/3547] Forecasting PGP...
[2025-12-04T20:43:02.546966] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-04T20:43:02.546997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-04T20:43:02.560021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-04T20:43:02.560472] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-04T20:43:02.561405] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-04T20:43:02.561458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:02.561489] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:02.561515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:02.561589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:02.621514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:02.622564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:02.622681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:02.622737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:02.739260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:02.739430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:02.739471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:02.739499] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:02.743031] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-04T20:43:02.743314] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-04T20:43:02.743442] [INFO ] [sig       ] PGP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:02.881555] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PGP.txt
[2025-12-04T20:43:02.881732] [INFO ] [sig       ] [2470/3547] Completed PGP in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:02.881770] [INFO ] [sig       ] [2471/3547] Forecasting PGRE...
[2025-12-04T20:43:02.881797] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-04T20:43:02.881833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-04T20:43:02.892956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-04T20:43:02.893337] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-04T20:43:02.894199] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-04T20:43:02.894257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:02.894288] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:02.894315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:02.894371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:02.958322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:02.959241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:02.959368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:02.959403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:03.080288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:03.080514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:03.080588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:03.080623] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:03.084369] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=26.15%)
[2025-12-04T20:43:03.084696] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-04T20:43:03.084834] [INFO ] [sig       ] PGRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:03.233814] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PGRE.txt
[2025-12-04T20:43:03.233991] [INFO ] [sig       ] [2471/3547] Completed PGRE in 0.4s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:03.234031] [INFO ] [sig       ] [2472/3547] Forecasting PGY...
[2025-12-04T20:43:03.234059] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-04T20:43:03.234089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-04T20:43:03.247035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-04T20:43:03.247501] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-04T20:43:03.248413] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-04T20:43:03.248466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:03.248499] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:03.248526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:03.248613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:03.304487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:03.305474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:03.305587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:03.305622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:03.430682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:03.430914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:03.430959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:03.430989] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:03.434823] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-04T20:43:03.435120] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-04T20:43:03.435258] [INFO ] [sig       ] PGY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:03.575179] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PGY.txt
[2025-12-04T20:43:03.575402] [INFO ] [sig       ] [2472/3547] Completed PGY in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:03.575449] [INFO ] [sig       ] [2473/3547] Forecasting PGZ...
[2025-12-04T20:43:03.575481] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-04T20:43:03.575512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-04T20:43:03.588815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-04T20:43:03.589298] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-04T20:43:03.590143] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-04T20:43:03.590193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:03.590222] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:03.590247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:03.590300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:03.648321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:03.649243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:03.649331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:03.649363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:03.766731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:03.766873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:03.766913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:03.766941] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:03.770259] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-04T20:43:03.770523] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-04T20:43:03.770657] [INFO ] [sig       ] PGZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:03.906587] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PGZ.txt
[2025-12-04T20:43:03.906712] [INFO ] [sig       ] [2473/3547] Completed PGZ in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:03.906747] [INFO ] [sig       ] [2474/3547] Forecasting PH...
[2025-12-04T20:43:03.906774] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-04T20:43:03.906802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-04T20:43:03.917836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-04T20:43:03.918113] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-04T20:43:03.918920] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-04T20:43:03.918980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:03.919017] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:03.919048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:03.919105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:03.974900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:03.975505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:03.975596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:03.975629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:04.090613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:04.090742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:04.090779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:04.090806] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:04.094072] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-12-04T20:43:04.094329] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-04T20:43:04.094445] [INFO ] [sig       ] PH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:04.243406] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PH.txt
[2025-12-04T20:43:04.243804] [INFO ] [sig       ] [2474/3547] Completed PH in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:04.243844] [INFO ] [sig       ] [2475/3547] Forecasting PHG...
[2025-12-04T20:43:04.243873] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-04T20:43:04.243903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-04T20:43:04.255422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-04T20:43:04.255827] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-04T20:43:04.256609] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-04T20:43:04.256660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:04.256690] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:04.256716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:04.256770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:04.312379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:04.313170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:04.313251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:04.313284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:04.431663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:04.431799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:04.431839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:04.431868] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:04.435134] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-12-04T20:43:04.435389] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-04T20:43:04.435504] [INFO ] [sig       ] PHG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:04.575717] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PHG.txt
[2025-12-04T20:43:04.575839] [INFO ] [sig       ] [2475/3547] Completed PHG in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:04.575875] [INFO ] [sig       ] [2476/3547] Forecasting PHI...
[2025-12-04T20:43:04.575902] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-04T20:43:04.575930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-04T20:43:04.586996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-04T20:43:04.587281] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-04T20:43:04.588069] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-04T20:43:04.588119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:04.588150] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:04.588177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:04.588232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:04.644664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:04.645563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:04.645660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:04.645693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:04.761433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:04.761619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:04.761660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:04.761687] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:04.764911] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2025-12-04T20:43:04.765169] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-04T20:43:04.765285] [INFO ] [sig       ] PHI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:04.906256] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PHI.txt
[2025-12-04T20:43:04.906391] [INFO ] [sig       ] [2476/3547] Completed PHI in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:04.906427] [INFO ] [sig       ] [2477/3547] Forecasting PHIN...
[2025-12-04T20:43:04.906454] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-04T20:43:04.906483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-04T20:43:04.917687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-04T20:43:04.918034] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-04T20:43:04.918826] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-04T20:43:04.918875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:04.918905] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:04.918931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:04.918984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:04.980424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:04.981282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:04.981364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:04.981397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:05.100202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:05.100356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:05.100394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:05.100421] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:05.103692] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-04T20:43:05.103959] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-04T20:43:05.104076] [INFO ] [sig       ] PHIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:05.249586] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PHIN.txt
[2025-12-04T20:43:05.249772] [INFO ] [sig       ] [2477/3547] Completed PHIN in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:05.249821] [INFO ] [sig       ] [2478/3547] Forecasting PHIO...
[2025-12-04T20:43:05.249856] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-04T20:43:05.249892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-04T20:43:05.264394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-04T20:43:05.264718] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-04T20:43:05.265491] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-04T20:43:05.265546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:05.265630] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:05.265660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:05.265726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:05.326540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:05.327497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:05.327595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:05.327630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:05.459363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:05.459521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:05.459560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:05.459608] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:05.462885] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-04T20:43:05.463175] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-04T20:43:05.463293] [INFO ] [sig       ] PHIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:05.599363] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PHIO.txt
[2025-12-04T20:43:05.599500] [INFO ] [sig       ] [2478/3547] Completed PHIO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:05.599538] [INFO ] [sig       ] [2479/3547] Forecasting PHK...
[2025-12-04T20:43:05.599566] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-04T20:43:05.599615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-04T20:43:05.611196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-04T20:43:05.611530] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-04T20:43:05.612360] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-04T20:43:05.612410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:05.612442] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:05.612467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:05.612533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:05.673475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:05.674432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:05.674523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:05.674563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:05.796970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:05.797123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:05.797177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:05.797218] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:05.800669] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-12-04T20:43:05.800939] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-04T20:43:05.801071] [INFO ] [sig       ] PHK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:05.946299] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PHK.txt
[2025-12-04T20:43:05.946459] [INFO ] [sig       ] [2479/3547] Completed PHK in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:05.946497] [INFO ] [sig       ] [2480/3547] Forecasting PHM...
[2025-12-04T20:43:05.946525] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-04T20:43:05.946554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-04T20:43:05.960547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-04T20:43:05.961038] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-04T20:43:05.961934] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-04T20:43:05.961985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:05.962029] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:05.962057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:05.962112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:06.017784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:06.018692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:06.018774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:06.018806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:06.137791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:06.137945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:06.137983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:06.138011] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:06.141363] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-04T20:43:06.141642] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-04T20:43:06.141758] [INFO ] [sig       ] PHM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:06.278738] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PHM.txt
[2025-12-04T20:43:06.278874] [INFO ] [sig       ] [2480/3547] Completed PHM in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:06.278911] [INFO ] [sig       ] [2481/3547] Forecasting PHO...
[2025-12-04T20:43:06.278939] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-04T20:43:06.278969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-04T20:43:06.290540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-04T20:43:06.290838] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-04T20:43:06.291602] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-04T20:43:06.291652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:06.291682] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:06.291707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:06.291760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:06.347362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:06.348208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:06.348331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:06.348366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:06.468205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:06.468378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:06.468417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:06.468479] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:06.471892] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-04T20:43:06.472158] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-04T20:43:06.472277] [INFO ] [sig       ] PHO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:06.609133] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PHO.txt
[2025-12-04T20:43:06.609262] [INFO ] [sig       ] [2481/3547] Completed PHO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:06.609299] [INFO ] [sig       ] [2482/3547] Forecasting PHUN...
[2025-12-04T20:43:06.609327] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-04T20:43:06.609355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-04T20:43:06.621032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-04T20:43:06.621313] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-04T20:43:06.622101] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-04T20:43:06.622151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:06.622181] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:06.622208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:06.622263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:06.679212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:06.680009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:06.680087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:06.680119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:06.796194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:06.796349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:06.796387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:06.796414] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:06.799731] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-04T20:43:06.799986] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-04T20:43:06.800107] [INFO ] [sig       ] PHUN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:06.934938] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PHUN.txt
[2025-12-04T20:43:06.935060] [INFO ] [sig       ] [2482/3547] Completed PHUN in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:06.935096] [INFO ] [sig       ] [2483/3547] Forecasting PHVS...
[2025-12-04T20:43:06.935123] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-04T20:43:06.935152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-04T20:43:06.947002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-04T20:43:06.947316] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-04T20:43:06.948101] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-04T20:43:06.948150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:06.948180] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:06.948205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:06.948279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:07.005428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:07.006310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:07.006392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:07.006424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:07.127063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:07.127216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:07.127254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:07.127283] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:07.130655] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-04T20:43:07.130921] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-04T20:43:07.131040] [INFO ] [sig       ] PHVS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:07.275161] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PHVS.txt
[2025-12-04T20:43:07.275314] [INFO ] [sig       ] [2483/3547] Completed PHVS in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:07.275357] [INFO ] [sig       ] [2484/3547] Forecasting PI...
[2025-12-04T20:43:07.275386] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-04T20:43:07.275416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-04T20:43:07.286784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-04T20:43:07.287055] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-04T20:43:07.287814] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-04T20:43:07.287862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:07.287891] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:07.287916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:07.287970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:07.345918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:07.346788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:07.346874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:07.346907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:07.474136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:07.474298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:07.474346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:07.474377] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:07.477893] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=78.39%)
[2025-12-04T20:43:07.478161] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-04T20:43:07.478311] [INFO ] [sig       ] PI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:07.625174] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PI.txt
[2025-12-04T20:43:07.625345] [INFO ] [sig       ] [2484/3547] Completed PI in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-04T20:43:07.625394] [INFO ] [sig       ] [2485/3547] Forecasting PID...
[2025-12-04T20:43:07.625424] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-04T20:43:07.625454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-04T20:43:07.637086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-04T20:43:07.637460] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-04T20:43:07.638296] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-04T20:43:07.638348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:07.638379] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:07.638405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:07.638460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:07.693604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:07.694442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:07.694524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:07.694560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:07.816288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:07.816444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:07.816485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:07.816512] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:07.819930] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-04T20:43:07.820216] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-04T20:43:07.820358] [INFO ] [sig       ] PID: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:07.958402] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PID.txt
[2025-12-04T20:43:07.958534] [INFO ] [sig       ] [2485/3547] Completed PID in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.0m
[2025-12-04T20:43:07.958587] [INFO ] [sig       ] [2486/3547] Forecasting PIE...
[2025-12-04T20:43:07.958618] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-04T20:43:07.958646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-04T20:43:07.969646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-04T20:43:07.969972] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-04T20:43:07.970751] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-04T20:43:07.970800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:07.970829] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:07.970854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:07.970909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:08.026794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:08.027591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:08.027668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:08.027698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:08.138493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:08.138663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:08.138703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:08.138730] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:08.141969] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-04T20:43:08.142226] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-04T20:43:08.142339] [INFO ] [sig       ] PIE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:08.283832] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PIE.txt
[2025-12-04T20:43:08.283998] [INFO ] [sig       ] [2486/3547] Completed PIE in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:08.284043] [INFO ] [sig       ] [2487/3547] Forecasting PII...
[2025-12-04T20:43:08.284079] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-04T20:43:08.284118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-04T20:43:08.295702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-04T20:43:08.295982] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-04T20:43:08.296788] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-04T20:43:08.296838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:08.296868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:08.296895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:08.296951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:08.356761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:08.357623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:08.357709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:08.357742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:08.477796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:08.477949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:08.477986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:08.478031] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:08.481391] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=76.63%)
[2025-12-04T20:43:08.481669] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-04T20:43:08.481787] [INFO ] [sig       ] PII: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:08.674243] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PII.txt
[2025-12-04T20:43:08.674390] [INFO ] [sig       ] [2487/3547] Completed PII in 0.4s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:08.674427] [INFO ] [sig       ] [2488/3547] Forecasting PIM...
[2025-12-04T20:43:08.674456] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-04T20:43:08.674486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-04T20:43:08.685358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-04T20:43:08.685660] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-04T20:43:08.686445] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-04T20:43:08.686495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:08.686528] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:08.686555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:08.686634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:08.746900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:08.747795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:08.747904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:08.747938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:08.865852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:08.866001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:08.866040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:08.866069] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:08.869552] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-12-04T20:43:08.869844] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-04T20:43:08.869967] [INFO ] [sig       ] PIM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:09.016530] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PIM.txt
[2025-12-04T20:43:09.016676] [INFO ] [sig       ] [2488/3547] Completed PIM in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:09.016714] [INFO ] [sig       ] [2489/3547] Forecasting PINE...
[2025-12-04T20:43:09.016742] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-04T20:43:09.016779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-04T20:43:09.028872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-04T20:43:09.029178] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-04T20:43:09.029983] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-04T20:43:09.030038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:09.030069] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:09.030095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:09.030149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:09.086303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:09.086891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:09.086964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:09.087009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:09.203593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:09.203750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:09.203789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:09.203817] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:09.207164] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-12-04T20:43:09.207443] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-04T20:43:09.207567] [INFO ] [sig       ] PINE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:09.344904] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PINE.txt
[2025-12-04T20:43:09.345030] [INFO ] [sig       ] [2489/3547] Completed PINE in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:09.345065] [INFO ] [sig       ] [2490/3547] Forecasting PINS...
[2025-12-04T20:43:09.345094] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-04T20:43:09.345127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-04T20:43:09.356095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-04T20:43:09.356350] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-04T20:43:09.357103] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-04T20:43:09.357152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:09.357182] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:09.357208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:09.357261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:09.412843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:09.413416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:09.413490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:09.413521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:09.534649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:09.534805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:09.534843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:09.534871] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:09.538137] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-04T20:43:09.538419] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-04T20:43:09.538534] [INFO ] [sig       ] PINS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:09.676028] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PINS.txt
[2025-12-04T20:43:09.676167] [INFO ] [sig       ] [2490/3547] Completed PINS in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:09.676205] [INFO ] [sig       ] [2491/3547] Forecasting PK...
[2025-12-04T20:43:09.676233] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-04T20:43:09.676260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-04T20:43:09.687143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-04T20:43:09.687423] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-04T20:43:09.688182] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-04T20:43:09.688231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:09.688292] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:09.688333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:09.688388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:09.747404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:09.748139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:09.748222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:09.748268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:09.872497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:09.872694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:09.872734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:09.872761] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:09.875952] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=40.98%)
[2025-12-04T20:43:09.876239] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-04T20:43:09.876356] [INFO ] [sig       ] PK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:10.014464] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PK.txt
[2025-12-04T20:43:10.014795] [INFO ] [sig       ] [2491/3547] Completed PK in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:10.014840] [INFO ] [sig       ] [2492/3547] Forecasting PKBK...
[2025-12-04T20:43:10.014870] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-04T20:43:10.014898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-04T20:43:10.025522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-04T20:43:10.025868] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-04T20:43:10.026636] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-04T20:43:10.026685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:10.026715] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:10.026741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:10.026795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:10.082358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:10.082962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:10.083043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:10.083080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:10.198705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:10.198831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:10.198867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:10.198894] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:10.202155] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-04T20:43:10.202415] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-04T20:43:10.202532] [INFO ] [sig       ] PKBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:10.339029] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PKBK.txt
[2025-12-04T20:43:10.339169] [INFO ] [sig       ] [2492/3547] Completed PKBK in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:10.339206] [INFO ] [sig       ] [2493/3547] Forecasting PKE...
[2025-12-04T20:43:10.339233] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-04T20:43:10.339262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-04T20:43:10.350760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-04T20:43:10.351022] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-04T20:43:10.351799] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-04T20:43:10.351848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:10.351879] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:10.351904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:10.351958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:10.408234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:10.408877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:10.408953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:10.408984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:10.529832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:10.529999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:10.530042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:10.530071] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:10.533431] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2025-12-04T20:43:10.533714] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-04T20:43:10.533839] [INFO ] [sig       ] PKE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:10.671856] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PKE.txt
[2025-12-04T20:43:10.671966] [INFO ] [sig       ] [2493/3547] Completed PKE in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:10.672002] [INFO ] [sig       ] [2494/3547] Forecasting PKG...
[2025-12-04T20:43:10.672030] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-04T20:43:10.672058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-04T20:43:10.683668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-04T20:43:10.683923] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-04T20:43:10.684672] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-04T20:43:10.684720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:10.684750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:10.684776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:10.684829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:10.741207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:10.741827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:10.741899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:10.741930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:10.862215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:10.862342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:10.862379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:10.862406] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:10.865626] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2025-12-04T20:43:10.865880] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-04T20:43:10.865994] [INFO ] [sig       ] PKG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:11.003261] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PKG.txt
[2025-12-04T20:43:11.003410] [INFO ] [sig       ] [2494/3547] Completed PKG in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:11.003446] [INFO ] [sig       ] [2495/3547] Forecasting PKOH...
[2025-12-04T20:43:11.003474] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-04T20:43:11.003537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-04T20:43:11.015828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-04T20:43:11.016226] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-04T20:43:11.017067] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-04T20:43:11.017118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:11.017180] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:11.017207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:11.017262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:11.074044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:11.074922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:11.075013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:11.075047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:11.196348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:11.196497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:11.196537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:11.196565] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:11.199892] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-04T20:43:11.200159] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-04T20:43:11.200275] [INFO ] [sig       ] PKOH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:11.339151] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PKOH.txt
[2025-12-04T20:43:11.339281] [INFO ] [sig       ] [2495/3547] Completed PKOH in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:11.339316] [INFO ] [sig       ] [2496/3547] Forecasting PKX...
[2025-12-04T20:43:11.339343] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-04T20:43:11.339371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-04T20:43:11.351058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-04T20:43:11.351458] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-04T20:43:11.352280] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-04T20:43:11.352330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:11.352361] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:11.352385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:11.352438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:11.407801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:11.408748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:11.408830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:11.408861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:11.533424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:11.533614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:11.533658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:11.533686] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:11.537279] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2025-12-04T20:43:11.537547] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-04T20:43:11.537685] [INFO ] [sig       ] PKX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:11.674645] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PKX.txt
[2025-12-04T20:43:11.674771] [INFO ] [sig       ] [2496/3547] Completed PKX in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:11.674806] [INFO ] [sig       ] [2497/3547] Forecasting PL...
[2025-12-04T20:43:11.674834] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-04T20:43:11.674862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-04T20:43:11.687198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-04T20:43:11.687485] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-04T20:43:11.688311] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-04T20:43:11.688363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:11.688394] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:11.688419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:11.688473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:11.743794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:11.744421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:11.744496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:11.744525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:11.863074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:11.863188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:11.863230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:11.863262] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:11.866377] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-04T20:43:11.866652] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-04T20:43:11.866768] [INFO ] [sig       ] PL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:12.002561] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PL.txt
[2025-12-04T20:43:12.002679] [INFO ] [sig       ] [2497/3547] Completed PL in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:12.002715] [INFO ] [sig       ] [2498/3547] Forecasting PLAB...
[2025-12-04T20:43:12.002742] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-04T20:43:12.002769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-04T20:43:12.015494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-04T20:43:12.015846] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-04T20:43:12.016660] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-04T20:43:12.016710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:12.016740] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:12.016765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:12.016818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:12.072853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:12.073485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:12.073562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:12.073610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:12.193276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:12.193443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:12.193481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:12.193507] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:12.197084] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-12-04T20:43:12.197350] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-04T20:43:12.197469] [INFO ] [sig       ] PLAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:12.332434] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLAB.txt
[2025-12-04T20:43:12.332555] [INFO ] [sig       ] [2498/3547] Completed PLAB in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:12.332624] [INFO ] [sig       ] [2499/3547] Forecasting PLAY...
[2025-12-04T20:43:12.332656] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-04T20:43:12.332684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-04T20:43:12.344278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-04T20:43:12.344591] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-04T20:43:12.345423] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-04T20:43:12.345473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:12.345505] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:12.345531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:12.345608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:12.401771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:12.402525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:12.402621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:12.402652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:12.522248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:12.522393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:12.522430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:12.522456] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:12.525784] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-12-04T20:43:12.526048] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-04T20:43:12.526167] [INFO ] [sig       ] PLAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:12.666488] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLAY.txt
[2025-12-04T20:43:12.666637] [INFO ] [sig       ] [2499/3547] Completed PLAY in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:12.666680] [INFO ] [sig       ] [2500/3547] Forecasting PLBC...
[2025-12-04T20:43:12.666708] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-04T20:43:12.666736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-04T20:43:12.676823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-04T20:43:12.677110] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-04T20:43:12.678013] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-04T20:43:12.678063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:12.678096] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:12.678123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:12.678177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:12.733008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:12.733742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:12.733820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:12.733850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:12.835795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:12.835941] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:43:12.835978] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:12.836004] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:12.839247] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-04T20:43:12.839509] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-04T20:43:12.839646] [INFO ] [sig       ] PLBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:12.978630] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLBC.txt
[2025-12-04T20:43:12.978780] [INFO ] [sig       ] [2500/3547] Completed PLBC in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:12.978818] [INFO ] [sig       ] [2501/3547] Forecasting PLBY...
[2025-12-04T20:43:12.978845] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-04T20:43:12.978873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-04T20:43:12.990262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-04T20:43:12.990657] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-04T20:43:12.991435] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-04T20:43:12.991484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:12.991514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:12.991539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:12.991611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:13.049999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:13.050876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:13.050959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:13.050992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:13.171246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:13.171364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:13.171402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:13.171428] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:13.174680] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-04T20:43:13.174934] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-04T20:43:13.175051] [INFO ] [sig       ] PLBY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:13.311274] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLBY.txt
[2025-12-04T20:43:13.311393] [INFO ] [sig       ] [2501/3547] Completed PLBY in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-04T20:43:13.311429] [INFO ] [sig       ] [2502/3547] Forecasting PLCE...
[2025-12-04T20:43:13.311457] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-04T20:43:13.311485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-04T20:43:13.322886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-04T20:43:13.323194] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-04T20:43:13.323975] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-04T20:43:13.324025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:13.324056] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:13.324083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:13.324139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:13.380342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:13.380941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:13.381013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:13.381044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:13.505541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:13.505723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:13.505767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:13.505795] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:13.509212] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-04T20:43:13.509480] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-04T20:43:13.509613] [INFO ] [sig       ] PLCE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:13.645706] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PLCE.txt
[2025-12-04T20:43:13.645821] [INFO ] [sig       ] [2502/3547] Completed PLCE in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-04T20:43:13.645857] [INFO ] [sig       ] [2503/3547] Forecasting PLD...
[2025-12-04T20:43:13.645884] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-04T20:43:13.645913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-04T20:43:13.657487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-04T20:43:13.657851] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-04T20:43:13.658651] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-04T20:43:13.658701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:13.658731] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:13.658757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:13.658811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:13.714787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:13.715437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:13.715511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:13.715541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:13.840939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:13.841079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:13.841116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:13.841142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:13.844395] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=48.19%)
[2025-12-04T20:43:13.844669] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-04T20:43:13.844785] [INFO ] [sig       ] PLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:13.981721] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLD.txt
[2025-12-04T20:43:13.981855] [INFO ] [sig       ] [2503/3547] Completed PLD in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 5.9m
[2025-12-04T20:43:13.981890] [INFO ] [sig       ] [2504/3547] Forecasting PLPC...
[2025-12-04T20:43:13.981918] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-04T20:43:13.981945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-04T20:43:13.992906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-04T20:43:13.993188] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-04T20:43:13.994087] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-04T20:43:13.994170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:13.994204] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:13.994231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:13.994288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:14.049728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:14.050331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:14.050404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:14.050435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:14.160447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:14.160596] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:43:14.160634] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:14.160660] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:14.163838] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-12-04T20:43:14.164092] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-04T20:43:14.164210] [INFO ] [sig       ] PLPC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:14.301181] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PLPC.txt
[2025-12-04T20:43:14.301292] [INFO ] [sig       ] [2504/3547] Completed PLPC in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:14.301327] [INFO ] [sig       ] [2505/3547] Forecasting PLRX...
[2025-12-04T20:43:14.301354] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-04T20:43:14.301381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-04T20:43:14.312545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-04T20:43:14.312841] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-04T20:43:14.313609] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-04T20:43:14.313660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:14.313690] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:14.313717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:14.313772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:14.370522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:14.371184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:14.371298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:14.371344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:14.486289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:14.486421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:14.486457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:14.486484] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:14.489777] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-04T20:43:14.490033] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-04T20:43:14.490148] [INFO ] [sig       ] PLRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:14.627358] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PLRX.txt
[2025-12-04T20:43:14.627475] [INFO ] [sig       ] [2505/3547] Completed PLRX in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:14.627511] [INFO ] [sig       ] [2506/3547] Forecasting PLSE...
[2025-12-04T20:43:14.627539] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-04T20:43:14.627567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-04T20:43:14.638713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-04T20:43:14.638998] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-04T20:43:14.639753] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-04T20:43:14.639808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:14.639838] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:14.639863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:14.639922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:14.695566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:14.696230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:14.696314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:14.696345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:14.818928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:14.819097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:14.819138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:14.819173] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:14.822590] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-04T20:43:14.822858] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-04T20:43:14.822980] [INFO ] [sig       ] PLSE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:14.959956] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PLSE.txt
[2025-12-04T20:43:14.960087] [INFO ] [sig       ] [2506/3547] Completed PLSE in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:14.960126] [INFO ] [sig       ] [2507/3547] Forecasting PLTK...
[2025-12-04T20:43:14.960160] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-04T20:43:14.960194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-04T20:43:14.971661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-04T20:43:14.971994] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-04T20:43:14.972796] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-04T20:43:14.972846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:14.972877] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:14.972904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:14.972958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:15.030782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:15.031623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:15.031701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:15.031733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:15.149293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:15.149429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:15.149469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:15.149497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:15.152822] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2025-12-04T20:43:15.153076] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-04T20:43:15.153190] [INFO ] [sig       ] PLTK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:15.290630] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLTK.txt
[2025-12-04T20:43:15.291684] [INFO ] [sig       ] [2507/3547] Completed PLTK in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:15.291739] [INFO ] [sig       ] [2508/3547] Forecasting PLUG...
[2025-12-04T20:43:15.291769] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-04T20:43:15.291797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-04T20:43:15.303005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-04T20:43:15.303314] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-04T20:43:15.304118] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-04T20:43:15.304168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:15.304201] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:15.304227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:15.304287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:15.361777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:15.362450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:15.362526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:15.362559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:15.483705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:15.483848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:15.483884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:15.483912] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:15.487153] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=84.30%)
[2025-12-04T20:43:15.487442] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-04T20:43:15.487556] [INFO ] [sig       ] PLUG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:15.623905] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PLUG.txt
[2025-12-04T20:43:15.624083] [INFO ] [sig       ] [2508/3547] Completed PLUG in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:15.624135] [INFO ] [sig       ] [2509/3547] Forecasting PLUS...
[2025-12-04T20:43:15.624176] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-04T20:43:15.624216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-04T20:43:15.635177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-04T20:43:15.635477] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-04T20:43:15.636266] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-04T20:43:15.636316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:15.636347] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:15.636373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:15.636429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:15.695827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:15.696816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:15.696910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:15.696948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:15.821700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:15.821846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:15.821885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:15.821912] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:15.825186] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-04T20:43:15.825461] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-04T20:43:15.825593] [INFO ] [sig       ] PLUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:15.962974] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLUS.txt
[2025-12-04T20:43:15.963092] [INFO ] [sig       ] [2509/3547] Completed PLUS in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:15.963128] [INFO ] [sig       ] [2510/3547] Forecasting PLXS...
[2025-12-04T20:43:15.963155] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-04T20:43:15.963183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-04T20:43:15.974728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-04T20:43:15.975046] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-04T20:43:15.975828] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-04T20:43:15.975878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:15.975909] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:15.975935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:15.975991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:16.032988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:16.033680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:16.033757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:16.033789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:16.159853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:16.160015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:16.160057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:16.160084] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:16.163711] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-04T20:43:16.164068] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-04T20:43:16.164210] [INFO ] [sig       ] PLXS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:16.323451] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLXS.txt
[2025-12-04T20:43:16.323605] [INFO ] [sig       ] [2510/3547] Completed PLXS in 0.4s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:16.323644] [INFO ] [sig       ] [2511/3547] Forecasting PLYM...
[2025-12-04T20:43:16.323672] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-04T20:43:16.323700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-04T20:43:16.334885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-04T20:43:16.335149] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-04T20:43:16.335924] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-04T20:43:16.335973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:16.336005] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:16.336031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:16.336085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:16.394592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:16.395484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:16.395605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:16.395642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:16.516345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:16.516501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:16.516557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:16.516606] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:16.519963] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-04T20:43:16.520235] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-04T20:43:16.520367] [INFO ] [sig       ] PLYM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:16.661943] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PLYM.txt
[2025-12-04T20:43:16.662067] [INFO ] [sig       ] [2511/3547] Completed PLYM in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:16.662104] [INFO ] [sig       ] [2512/3547] Forecasting PM...
[2025-12-04T20:43:16.662132] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-04T20:43:16.662160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-04T20:43:16.673888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-04T20:43:16.674162] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-04T20:43:16.674925] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-04T20:43:16.674975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:16.675028] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:16.675055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:16.675110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:16.731043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:16.731671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:16.731749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:16.731782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:16.852849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:16.852983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:16.853024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:16.853055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:16.856275] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-04T20:43:16.856533] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-04T20:43:16.856667] [INFO ] [sig       ] PM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:16.998081] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PM.txt
[2025-12-04T20:43:16.998196] [INFO ] [sig       ] [2512/3547] Completed PM in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:16.998232] [INFO ] [sig       ] [2513/3547] Forecasting PMAX...
[2025-12-04T20:43:16.998284] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-04T20:43:16.998319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-04T20:43:17.010212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-04T20:43:17.010559] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-04T20:43:17.011378] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-04T20:43:17.011427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:17.011458] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:17.011483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:17.011543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:17.068917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:17.069601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:17.069680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:17.069710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:17.187480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:17.187638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:17.187679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:17.187705] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:17.191058] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-12-04T20:43:17.191325] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-04T20:43:17.191449] [INFO ] [sig       ] PMAX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:17.333100] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PMAX.txt
[2025-12-04T20:43:17.333241] [INFO ] [sig       ] [2513/3547] Completed PMAX in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:17.333277] [INFO ] [sig       ] [2514/3547] Forecasting PML...
[2025-12-04T20:43:17.333305] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-04T20:43:17.333335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-04T20:43:17.344482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-04T20:43:17.344808] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-04T20:43:17.345560] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-04T20:43:17.345628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:17.345659] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:17.345684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:17.345738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:17.402181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:17.402819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:17.402894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:17.402925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:17.522104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:17.522238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:17.522277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:17.522304] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:17.525677] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-04T20:43:17.525962] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-04T20:43:17.526086] [INFO ] [sig       ] PML: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:17.663486] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PML.txt
[2025-12-04T20:43:17.663625] [INFO ] [sig       ] [2514/3547] Completed PML in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:17.663663] [INFO ] [sig       ] [2515/3547] Forecasting PMM...
[2025-12-04T20:43:17.663691] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-04T20:43:17.663720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-04T20:43:17.674379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-04T20:43:17.674685] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-04T20:43:17.675428] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-04T20:43:17.675477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:17.675527] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:17.675554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:17.675628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:17.733364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:17.733980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:17.734052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:17.734082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:17.850979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:17.851122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:17.851159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:17.851221] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:17.854559] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-12-04T20:43:17.854837] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-04T20:43:17.854952] [INFO ] [sig       ] PMM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:17.994285] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PMM.txt
[2025-12-04T20:43:17.994434] [INFO ] [sig       ] [2515/3547] Completed PMM in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:17.994472] [INFO ] [sig       ] [2516/3547] Forecasting PMO...
[2025-12-04T20:43:17.994499] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-04T20:43:17.994529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-04T20:43:18.005272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-04T20:43:18.005633] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-04T20:43:18.006414] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-04T20:43:18.006463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:18.006492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:18.006517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:18.006590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:18.067561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:18.068552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:18.068657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:18.068690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:18.186794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:18.186948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:18.186988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:18.187018] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:18.191346] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-04T20:43:18.191683] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-04T20:43:18.191833] [INFO ] [sig       ] PMO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:18.334650] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PMO.txt
[2025-12-04T20:43:18.334802] [INFO ] [sig       ] [2516/3547] Completed PMO in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:18.334839] [INFO ] [sig       ] [2517/3547] Forecasting PMTS...
[2025-12-04T20:43:18.334866] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-04T20:43:18.334898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-04T20:43:18.346536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-04T20:43:18.346967] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-04T20:43:18.347842] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-04T20:43:18.347895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:18.347925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:18.347952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:18.348008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:18.406368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:18.407213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:18.407293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:18.407325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:18.535390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:18.535536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:18.535588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:18.535619] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:18.539052] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-12-04T20:43:18.539321] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-04T20:43:18.539457] [INFO ] [sig       ] PMTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:18.676814] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PMTS.txt
[2025-12-04T20:43:18.676938] [INFO ] [sig       ] [2517/3547] Completed PMTS in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:18.676974] [INFO ] [sig       ] [2518/3547] Forecasting PMVP...
[2025-12-04T20:43:18.677000] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-04T20:43:18.677029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-04T20:43:18.688520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-04T20:43:18.688804] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-04T20:43:18.689592] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-04T20:43:18.689640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:18.689670] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:18.689694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:18.689748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:18.746755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:18.747697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:18.747779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:18.747812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:18.871044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:18.871189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:18.871226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:18.871253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:18.874473] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-04T20:43:18.874746] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-04T20:43:18.874861] [INFO ] [sig       ] PMVP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:19.013421] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PMVP.txt
[2025-12-04T20:43:19.013548] [INFO ] [sig       ] [2518/3547] Completed PMVP in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:19.013601] [INFO ] [sig       ] [2519/3547] Forecasting PNC...
[2025-12-04T20:43:19.013637] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-04T20:43:19.013667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-04T20:43:19.025855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-04T20:43:19.026262] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-04T20:43:19.027101] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-04T20:43:19.027153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:19.027184] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:19.027211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:19.027266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:19.085263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:19.086116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:19.086196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:19.086229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:19.217687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:19.217820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:19.217859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:19.217885] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:19.221161] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-04T20:43:19.221423] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-04T20:43:19.221539] [INFO ] [sig       ] PNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:19.356792] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PNC.txt
[2025-12-04T20:43:19.356915] [INFO ] [sig       ] [2519/3547] Completed PNC in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-04T20:43:19.356951] [INFO ] [sig       ] [2520/3547] Forecasting PNFP...
[2025-12-04T20:43:19.356977] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-04T20:43:19.357006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-04T20:43:19.367902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-04T20:43:19.368159] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-04T20:43:19.368960] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-04T20:43:19.369009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:19.369039] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:19.369065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:19.369120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:19.427487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:19.428698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:19.428798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:19.428831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:19.549000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:19.549222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:19.549268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:19.549297] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:19.553059] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2025-12-04T20:43:19.553358] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-04T20:43:19.553491] [INFO ] [sig       ] PNFP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:19.698859] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PNFP.txt
[2025-12-04T20:43:19.699085] [INFO ] [sig       ] [2520/3547] Completed PNFP in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-04T20:43:19.699129] [INFO ] [sig       ] [2521/3547] Forecasting PNI...
[2025-12-04T20:43:19.699157] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-04T20:43:19.699187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-04T20:43:19.716365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-04T20:43:19.716994] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-04T20:43:19.718150] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-04T20:43:19.718221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:19.718311] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:19.718365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:19.718456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:19.785264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:19.786224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:19.786309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:19.786341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:19.896720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:19.896880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:19.896919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:19.896946] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:19.900403] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=65.60%)
[2025-12-04T20:43:19.900764] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-04T20:43:19.900898] [INFO ] [sig       ] PNI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:20.036683] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PNI.txt
[2025-12-04T20:43:20.036829] [INFO ] [sig       ] [2521/3547] Completed PNI in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 5.8m
[2025-12-04T20:43:20.036867] [INFO ] [sig       ] [2522/3547] Forecasting PNQI...
[2025-12-04T20:43:20.036896] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-04T20:43:20.036923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-04T20:43:20.050215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-04T20:43:20.050754] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-04T20:43:20.051689] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-04T20:43:20.051743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:20.051776] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:20.051803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:20.051861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:20.109368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:20.110502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:20.110695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:20.110754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:20.238624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:20.238846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:20.238891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:20.238948] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:20.242704] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-04T20:43:20.242995] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-04T20:43:20.243130] [INFO ] [sig       ] PNQI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:20.385058] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PNQI.txt
[2025-12-04T20:43:20.385262] [INFO ] [sig       ] [2522/3547] Completed PNQI in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:20.385304] [INFO ] [sig       ] [2523/3547] Forecasting PNRG...
[2025-12-04T20:43:20.385333] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-04T20:43:20.385363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-04T20:43:20.398662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-04T20:43:20.399195] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-04T20:43:20.400232] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-04T20:43:20.400288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:20.400321] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:20.400350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:20.400408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:20.458050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:20.459160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:20.459251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:20.459283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:20.575694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:20.575927] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:43:20.575972] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:20.576000] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:20.579843] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-12-04T20:43:20.580187] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-04T20:43:20.580329] [INFO ] [sig       ] PNRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:20.773735] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PNRG.txt
[2025-12-04T20:43:20.774069] [INFO ] [sig       ] [2523/3547] Completed PNRG in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:20.774130] [INFO ] [sig       ] [2524/3547] Forecasting PNTG...
[2025-12-04T20:43:20.774167] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-04T20:43:20.774210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-04T20:43:20.792433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-04T20:43:20.793111] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-04T20:43:20.794243] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-04T20:43:20.794302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:20.794344] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:20.794396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:20.794461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:20.869100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:20.870558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:20.870766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:20.870823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:21.018683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:21.018883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:21.018959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:21.019008] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:21.023163] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-12-04T20:43:21.023558] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-04T20:43:21.023749] [INFO ] [sig       ] PNTG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:21.223305] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PNTG.txt
[2025-12-04T20:43:21.223533] [INFO ] [sig       ] [2524/3547] Completed PNTG in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:21.223613] [INFO ] [sig       ] [2525/3547] Forecasting POAI...
[2025-12-04T20:43:21.223660] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-04T20:43:21.223706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-04T20:43:21.241336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-04T20:43:21.241880] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-04T20:43:21.243057] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-04T20:43:21.243128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:21.243175] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:21.243215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:21.243305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:21.317941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:21.319194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:21.319345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:21.319387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:21.468302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:21.468490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:21.468552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:21.468619] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:21.473809] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-04T20:43:21.474259] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-04T20:43:21.474449] [INFO ] [sig       ] POAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:21.653424] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/POAI.txt
[2025-12-04T20:43:21.653607] [INFO ] [sig       ] [2525/3547] Completed POAI in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:21.653648] [INFO ] [sig       ] [2526/3547] Forecasting PODD...
[2025-12-04T20:43:21.653677] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-04T20:43:21.653704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-04T20:43:21.666476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-04T20:43:21.666908] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-04T20:43:21.667799] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-04T20:43:21.667853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:21.667885] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:21.667925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:21.668008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:21.727095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:21.728194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:21.728451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:21.728498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:21.857266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:21.857427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:21.857467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:21.857495] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:21.861022] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-04T20:43:21.861317] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-04T20:43:21.861447] [INFO ] [sig       ] PODD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:22.006657] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PODD.txt
[2025-12-04T20:43:22.006806] [INFO ] [sig       ] [2526/3547] Completed PODD in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:22.006845] [INFO ] [sig       ] [2527/3547] Forecasting POOL...
[2025-12-04T20:43:22.006873] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-04T20:43:22.006902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-04T20:43:22.017729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-04T20:43:22.018028] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-04T20:43:22.018877] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-04T20:43:22.018939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:22.018976] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:22.019008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:22.019063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:22.076635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:22.077325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:22.077405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:22.077459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:22.196996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:22.197145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:22.197184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:22.197210] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:22.200490] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-12-04T20:43:22.200766] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-04T20:43:22.200881] [INFO ] [sig       ] POOL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:22.336641] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/POOL.txt
[2025-12-04T20:43:22.336777] [INFO ] [sig       ] [2527/3547] Completed POOL in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:22.336814] [INFO ] [sig       ] [2528/3547] Forecasting POWI...
[2025-12-04T20:43:22.336842] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-04T20:43:22.336870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-04T20:43:22.348087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-04T20:43:22.348409] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-04T20:43:22.349183] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-04T20:43:22.349232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:22.349263] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:22.349294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:22.349360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:22.406389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:22.407128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:22.407206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:22.407238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:22.526096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:22.526248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:22.526287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:22.526317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:22.529930] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-04T20:43:22.530220] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-04T20:43:22.530353] [INFO ] [sig       ] POWI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:22.675496] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/POWI.txt
[2025-12-04T20:43:22.675650] [INFO ] [sig       ] [2528/3547] Completed POWI in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:22.675688] [INFO ] [sig       ] [2529/3547] Forecasting POWL...
[2025-12-04T20:43:22.675716] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-04T20:43:22.675745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-04T20:43:22.687511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-04T20:43:22.687850] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-04T20:43:22.688680] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-04T20:43:22.688755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:22.688787] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:22.688812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:22.688866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:22.745379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:22.746263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:22.746353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:22.746393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:22.869877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:22.869992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:22.870029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:22.870056] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:22.873354] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-12-04T20:43:22.873632] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-04T20:43:22.873748] [INFO ] [sig       ] POWL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:23.010590] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/POWL.txt
[2025-12-04T20:43:23.010714] [INFO ] [sig       ] [2529/3547] Completed POWL in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:23.010750] [INFO ] [sig       ] [2530/3547] Forecasting PPC...
[2025-12-04T20:43:23.010777] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-04T20:43:23.010812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-04T20:43:23.021817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-04T20:43:23.022093] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-04T20:43:23.022851] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-04T20:43:23.022900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:23.022930] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:23.022955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:23.023009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:23.077988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:23.078671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:23.078749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:23.078780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:23.197266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:23.197408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:23.197445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:23.197472] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:23.200742] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-12-04T20:43:23.200999] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-04T20:43:23.201113] [INFO ] [sig       ] PPC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:23.338098] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PPC.txt
[2025-12-04T20:43:23.338226] [INFO ] [sig       ] [2530/3547] Completed PPC in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:23.338276] [INFO ] [sig       ] [2531/3547] Forecasting PPG...
[2025-12-04T20:43:23.338304] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-04T20:43:23.338336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-04T20:43:23.350662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-04T20:43:23.351035] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-04T20:43:23.351886] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-04T20:43:23.351939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:23.351970] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:23.351995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:23.352050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:23.408748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:23.409531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:23.409633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:23.409666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:23.534302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:23.534463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:23.534503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:23.534531] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:23.537969] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-04T20:43:23.538283] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-04T20:43:23.538426] [INFO ] [sig       ] PPG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:23.685459] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PPG.txt
[2025-12-04T20:43:23.685653] [INFO ] [sig       ] [2531/3547] Completed PPG in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:23.685697] [INFO ] [sig       ] [2532/3547] Forecasting PPH...
[2025-12-04T20:43:23.685728] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-04T20:43:23.685759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-04T20:43:23.697697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-04T20:43:23.698062] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-04T20:43:23.698929] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-04T20:43:23.698980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:23.699010] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:23.699035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:23.699089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:23.757702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:23.758523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:23.758620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:23.758654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:23.874844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:23.874994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:23.875065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:23.875095] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:23.878481] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=18.33%)
[2025-12-04T20:43:23.878764] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-04T20:43:23.878883] [INFO ] [sig       ] PPH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:24.020688] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PPH.txt
[2025-12-04T20:43:24.020821] [INFO ] [sig       ] [2532/3547] Completed PPH in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:24.020857] [INFO ] [sig       ] [2533/3547] Forecasting PPIH...
[2025-12-04T20:43:24.020885] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-04T20:43:24.020912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-04T20:43:24.032967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-04T20:43:24.033392] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-04T20:43:24.034187] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-04T20:43:24.034238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:24.034268] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:24.034294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:24.034349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:24.092245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:24.093134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:24.093223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:24.093257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:24.217418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:24.217599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:24.217639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:24.217665] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:24.221060] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-04T20:43:24.221346] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-04T20:43:24.221468] [INFO ] [sig       ] PPIH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:24.363455] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PPIH.txt
[2025-12-04T20:43:24.363623] [INFO ] [sig       ] [2533/3547] Completed PPIH in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:24.363663] [INFO ] [sig       ] [2534/3547] Forecasting PPL...
[2025-12-04T20:43:24.363692] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-04T20:43:24.363720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-04T20:43:24.376183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-04T20:43:24.376593] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-04T20:43:24.377375] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-04T20:43:24.377434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:24.377470] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:24.377500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:24.377556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:24.434882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:24.435803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:24.435894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:24.435926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:24.563810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:24.563964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:24.564005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:24.564033] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:24.567737] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=47.46%)
[2025-12-04T20:43:24.568007] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-04T20:43:24.568132] [INFO ] [sig       ] PPL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:24.714661] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PPL.txt
[2025-12-04T20:43:24.714795] [INFO ] [sig       ] [2534/3547] Completed PPL in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:24.714833] [INFO ] [sig       ] [2535/3547] Forecasting PPSI...
[2025-12-04T20:43:24.714865] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-04T20:43:24.714896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-04T20:43:24.726974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-04T20:43:24.727397] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-04T20:43:24.728376] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-04T20:43:24.728439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:24.728470] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:24.728496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:24.728558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:24.787987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:24.788864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:24.788944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:24.788975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:24.904866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:24.905031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:24.905069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:24.905095] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:24.908451] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-04T20:43:24.908759] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-04T20:43:24.908883] [INFO ] [sig       ] PPSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:25.051901] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PPSI.txt
[2025-12-04T20:43:25.052052] [INFO ] [sig       ] [2535/3547] Completed PPSI in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:25.052091] [INFO ] [sig       ] [2536/3547] Forecasting PPTA...
[2025-12-04T20:43:25.052119] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-04T20:43:25.052176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-04T20:43:25.063608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-04T20:43:25.063975] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-04T20:43:25.064819] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-04T20:43:25.064875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:25.064907] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:25.064933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:25.064990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:25.122966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:25.123854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:25.123933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:25.123964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:25.244213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:25.244441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:25.244486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:25.244513] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:25.248344] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-04T20:43:25.248669] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-04T20:43:25.248812] [INFO ] [sig       ] PPTA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:25.389698] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PPTA.txt
[2025-12-04T20:43:25.389906] [INFO ] [sig       ] [2536/3547] Completed PPTA in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-04T20:43:25.389947] [INFO ] [sig       ] [2537/3547] Forecasting PRA...
[2025-12-04T20:43:25.389976] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-04T20:43:25.390005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-04T20:43:25.403263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-04T20:43:25.403639] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-04T20:43:25.404452] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-04T20:43:25.404506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:25.404537] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:25.404563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:25.404648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:25.460451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:25.461107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:25.461184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:25.461215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:25.575564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:25.575762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:25.575803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:25.575831] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:25.579192] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=68.13%)
[2025-12-04T20:43:25.579467] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-04T20:43:25.579603] [INFO ] [sig       ] PRA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:25.714718] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRA.txt
[2025-12-04T20:43:25.714833] [INFO ] [sig       ] [2537/3547] Completed PRA in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-04T20:43:25.714870] [INFO ] [sig       ] [2538/3547] Forecasting PRAA...
[2025-12-04T20:43:25.714898] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-04T20:43:25.714927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-04T20:43:25.726028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-04T20:43:25.726309] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-04T20:43:25.727089] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-04T20:43:25.727138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:25.727166] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:25.727191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:25.727244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:25.783801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:25.784414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:25.784504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:25.784541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:25.900084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:25.900251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:25.900290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:25.900318] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:25.903958] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-12-04T20:43:25.904311] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-04T20:43:25.904477] [INFO ] [sig       ] PRAA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:26.041561] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRAA.txt
[2025-12-04T20:43:26.041708] [INFO ] [sig       ] [2538/3547] Completed PRAA in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.7m
[2025-12-04T20:43:26.041744] [INFO ] [sig       ] [2539/3547] Forecasting PRAX...
[2025-12-04T20:43:26.041773] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-04T20:43:26.041801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-04T20:43:26.055213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-04T20:43:26.055850] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-04T20:43:26.056850] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-04T20:43:26.056924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:26.056959] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:26.056985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:26.057049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:26.116026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:26.117311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:26.117425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:26.117468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:26.242584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:26.242749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:26.242790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:26.242819] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:26.246203] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-04T20:43:26.246474] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-04T20:43:26.246616] [INFO ] [sig       ] PRAX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:26.387507] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRAX.txt
[2025-12-04T20:43:26.387692] [INFO ] [sig       ] [2539/3547] Completed PRAX in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:26.387732] [INFO ] [sig       ] [2540/3547] Forecasting PRCH...
[2025-12-04T20:43:26.387761] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-04T20:43:26.387793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-04T20:43:26.400156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-04T20:43:26.400543] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-04T20:43:26.401357] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-04T20:43:26.401409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:26.401440] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:26.401466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:26.401521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:26.457916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:26.458793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:26.458872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:26.458905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:26.583372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:26.583523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:26.583562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:26.583607] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:26.586886] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-04T20:43:26.587145] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-04T20:43:26.587264] [INFO ] [sig       ] PRCH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:26.724831] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRCH.txt
[2025-12-04T20:43:26.724963] [INFO ] [sig       ] [2540/3547] Completed PRCH in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:26.725000] [INFO ] [sig       ] [2541/3547] Forecasting PRDO...
[2025-12-04T20:43:26.725029] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-04T20:43:26.725064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-04T20:43:26.736968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-04T20:43:26.737297] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-04T20:43:26.738091] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-04T20:43:26.738141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:26.738170] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:26.738195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:26.738293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:26.795073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:26.795906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:26.795988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:26.796019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:26.918598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:26.918756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:26.918796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:26.918822] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:26.922099] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-04T20:43:26.922393] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-04T20:43:26.922534] [INFO ] [sig       ] PRDO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:27.061167] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PRDO.txt
[2025-12-04T20:43:27.061290] [INFO ] [sig       ] [2541/3547] Completed PRDO in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:27.061327] [INFO ] [sig       ] [2542/3547] Forecasting PRFZ...
[2025-12-04T20:43:27.061367] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-04T20:43:27.061403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-04T20:43:27.072762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-04T20:43:27.073053] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-04T20:43:27.073810] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-04T20:43:27.073860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:27.073889] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:27.073915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:27.073968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:27.129377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:27.129987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:27.130061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:27.130091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:27.249352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:27.249498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:27.249537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:27.249564] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:27.252841] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=74.38%)
[2025-12-04T20:43:27.253099] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-04T20:43:27.253253] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:27.397938] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRFZ.txt
[2025-12-04T20:43:27.398115] [INFO ] [sig       ] [2542/3547] Completed PRFZ in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:27.398154] [INFO ] [sig       ] [2543/3547] Forecasting PRG...
[2025-12-04T20:43:27.398184] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-04T20:43:27.398213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-04T20:43:27.409468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-04T20:43:27.409795] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-04T20:43:27.410632] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-04T20:43:27.410680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:27.410710] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:27.410734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:27.410789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:27.468125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:27.468985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:27.469065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:27.469096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:27.586518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:27.586686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:27.586726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:27.586756] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:27.590160] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-04T20:43:27.590432] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-04T20:43:27.590552] [INFO ] [sig       ] PRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:27.734468] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PRG.txt
[2025-12-04T20:43:27.734632] [INFO ] [sig       ] [2543/3547] Completed PRG in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:27.734670] [INFO ] [sig       ] [2544/3547] Forecasting PRGO...
[2025-12-04T20:43:27.734698] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-04T20:43:27.734726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-04T20:43:27.746110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-04T20:43:27.746438] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-04T20:43:27.747266] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-04T20:43:27.747316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:27.747345] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:27.747370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:27.747423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:27.804716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:27.805535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:27.805631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:27.805664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:27.924445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:27.924635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:27.924677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:27.924703] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:27.928197] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-04T20:43:27.928534] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-04T20:43:27.928695] [INFO ] [sig       ] PRGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:28.076215] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PRGO.txt
[2025-12-04T20:43:28.076375] [INFO ] [sig       ] [2544/3547] Completed PRGO in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:28.076414] [INFO ] [sig       ] [2545/3547] Forecasting PRGS...
[2025-12-04T20:43:28.076444] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-04T20:43:28.076474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-04T20:43:28.088608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-04T20:43:28.088923] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-04T20:43:28.089756] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-04T20:43:28.089818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:28.089860] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:28.089897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:28.089975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:28.148974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:28.149752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:28.149839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:28.149872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:28.272110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:28.272273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:28.272313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:28.272340] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:28.275866] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=49.13%)
[2025-12-04T20:43:28.276138] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-04T20:43:28.276259] [INFO ] [sig       ] PRGS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:28.419542] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PRGS.txt
[2025-12-04T20:43:28.419710] [INFO ] [sig       ] [2545/3547] Completed PRGS in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:28.419750] [INFO ] [sig       ] [2546/3547] Forecasting PRH...
[2025-12-04T20:43:28.419780] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-04T20:43:28.419810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-04T20:43:28.432208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-04T20:43:28.432567] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-04T20:43:28.433401] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-04T20:43:28.433461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:28.433499] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:28.433532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:28.433620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:28.492457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:28.493266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:28.493344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:28.493374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:28.618125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:28.618322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:28.618380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:28.618420] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:28.622048] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-04T20:43:28.622333] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-04T20:43:28.622493] [INFO ] [sig       ] PRH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:28.768231] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRH.txt
[2025-12-04T20:43:28.768410] [INFO ] [sig       ] [2546/3547] Completed PRH in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:28.768449] [INFO ] [sig       ] [2547/3547] Forecasting PRI...
[2025-12-04T20:43:28.768477] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-04T20:43:28.768507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-04T20:43:28.780961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-04T20:43:28.781306] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-04T20:43:28.782106] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-04T20:43:28.782156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:28.782188] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:28.782214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:28.782269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:28.843527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:28.844372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:28.844455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:28.844486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:28.965911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:28.966077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:28.966123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:28.966152] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:28.969856] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-04T20:43:28.970164] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-04T20:43:28.970291] [INFO ] [sig       ] PRI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:29.116111] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRI.txt
[2025-12-04T20:43:29.116251] [INFO ] [sig       ] [2547/3547] Completed PRI in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:29.116290] [INFO ] [sig       ] [2548/3547] Forecasting PRIM...
[2025-12-04T20:43:29.116319] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-04T20:43:29.116349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-04T20:43:29.127767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-04T20:43:29.128083] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-04T20:43:29.128913] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-04T20:43:29.128964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:29.128994] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:29.129019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:29.129074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:29.187913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:29.188724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:29.188806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:29.188838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:29.317099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:29.317266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:29.317321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:29.317357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:29.321083] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=52.93%)
[2025-12-04T20:43:29.321428] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-04T20:43:29.321598] [INFO ] [sig       ] PRIM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:29.466268] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRIM.txt
[2025-12-04T20:43:29.466403] [INFO ] [sig       ] [2548/3547] Completed PRIM in 0.4s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:29.466443] [INFO ] [sig       ] [2549/3547] Forecasting PRLB...
[2025-12-04T20:43:29.466471] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-04T20:43:29.466499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-04T20:43:29.477419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-04T20:43:29.477755] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-04T20:43:29.478520] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-04T20:43:29.478587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:29.478620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:29.478645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:29.478698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:29.533854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:29.534644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:29.534727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:29.534757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:29.658518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:29.658733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:29.658774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:29.658801] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:29.662069] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-12-04T20:43:29.662335] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-04T20:43:29.662455] [INFO ] [sig       ] PRLB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:29.798470] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PRLB.txt
[2025-12-04T20:43:29.798624] [INFO ] [sig       ] [2549/3547] Completed PRLB in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:29.798664] [INFO ] [sig       ] [2550/3547] Forecasting PRM...
[2025-12-04T20:43:29.798693] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-04T20:43:29.798721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-04T20:43:29.810556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-04T20:43:29.810917] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-04T20:43:29.811684] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-04T20:43:29.811733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:29.811777] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:29.811803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:29.811857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:29.869863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:29.870702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:29.870784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:29.870816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:30.000122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:30.000277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:30.000318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:30.000346] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:30.003938] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-04T20:43:30.004262] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-04T20:43:30.004432] [INFO ] [sig       ] PRM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:30.152150] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRM.txt
[2025-12-04T20:43:30.152286] [INFO ] [sig       ] [2550/3547] Completed PRM in 0.4s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:30.152325] [INFO ] [sig       ] [2551/3547] Forecasting PRME...
[2025-12-04T20:43:30.152355] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-04T20:43:30.152385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-04T20:43:30.164326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-04T20:43:30.164692] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-04T20:43:30.165466] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-04T20:43:30.165517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:30.165548] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:30.165594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:30.165653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:30.225673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:30.226449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:30.226544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:30.226627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:30.349270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:30.349419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:30.349458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:30.349485] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:30.353244] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-12-04T20:43:30.353523] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-04T20:43:30.353671] [INFO ] [sig       ] PRME: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:30.499322] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRME.txt
[2025-12-04T20:43:30.499456] [INFO ] [sig       ] [2551/3547] Completed PRME in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:30.499496] [INFO ] [sig       ] [2552/3547] Forecasting PRN...
[2025-12-04T20:43:30.499531] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-04T20:43:30.499566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-04T20:43:30.510772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-04T20:43:30.511085] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-04T20:43:30.511883] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-04T20:43:30.511932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:30.511961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:30.511986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:30.512039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:30.567630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:30.568357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:30.568432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:30.568462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:30.684476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:30.684641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:30.684680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:30.684707] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:30.687938] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-04T20:43:30.688196] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-04T20:43:30.688331] [INFO ] [sig       ] PRN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:30.828615] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRN.txt
[2025-12-04T20:43:30.828756] [INFO ] [sig       ] [2552/3547] Completed PRN in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:30.828818] [INFO ] [sig       ] [2553/3547] Forecasting PRO...
[2025-12-04T20:43:30.828847] [INFO ] [sig       ] Generating forecast for: PRO
[2025-12-04T20:43:30.828876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-12-04T20:43:30.839684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRO'.
[2025-12-04T20:43:30.839984] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-12-04T20:43:30.840779] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-12-04T20:43:30.840828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:30.840858] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:30.840883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:30.840937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:30.896592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:30.897282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:30.897358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:30.897389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:31.018280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:31.018434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:31.018473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:31.018500] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:31.021792] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=60.41%)
[2025-12-04T20:43:31.022056] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-12-04T20:43:31.022173] [INFO ] [sig       ] PRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:31.156368] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRO.txt
[2025-12-04T20:43:31.156497] [INFO ] [sig       ] [2553/3547] Completed PRO in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:31.156534] [INFO ] [sig       ] [2554/3547] Forecasting PROF...
[2025-12-04T20:43:31.156586] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-04T20:43:31.156619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-04T20:43:31.167997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-04T20:43:31.168303] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-04T20:43:31.169070] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-04T20:43:31.169119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:31.169148] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:31.169173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:31.169226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:31.223761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:31.224491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:31.224593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:31.224626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:31.345108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:31.345257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:31.345294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:31.345320] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:31.348619] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2025-12-04T20:43:31.348877] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-04T20:43:31.348992] [INFO ] [sig       ] PROF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:31.484635] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PROF.txt
[2025-12-04T20:43:31.484777] [INFO ] [sig       ] [2554/3547] Completed PROF in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-04T20:43:31.484814] [INFO ] [sig       ] [2555/3547] Forecasting PROK...
[2025-12-04T20:43:31.484843] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-04T20:43:31.484871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-04T20:43:31.496150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-04T20:43:31.496465] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-04T20:43:31.497258] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-04T20:43:31.497308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:31.497337] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:31.497363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:31.497417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:31.552607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:31.553273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:31.553348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:31.553379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:31.674871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:31.675019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:31.675058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:31.675085] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:31.678415] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-04T20:43:31.678696] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-04T20:43:31.678813] [INFO ] [sig       ] PROK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:31.814484] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PROK.txt
[2025-12-04T20:43:31.814671] [INFO ] [sig       ] [2555/3547] Completed PROK in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-04T20:43:31.814907] [INFO ] [sig       ] [2556/3547] Forecasting PRTA...
[2025-12-04T20:43:31.814938] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-04T20:43:31.814966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-04T20:43:31.827161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-04T20:43:31.827516] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-04T20:43:31.828404] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-04T20:43:31.828455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:31.828487] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:31.828543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:31.828642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:31.889923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:31.890768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:31.890852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:31.890886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:32.012909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:32.013061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:32.013110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:32.013144] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:32.016637] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-04T20:43:32.016920] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-04T20:43:32.017042] [INFO ] [sig       ] PRTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:32.160839] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRTA.txt
[2025-12-04T20:43:32.161025] [INFO ] [sig       ] [2556/3547] Completed PRTA in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.6m
[2025-12-04T20:43:32.161065] [INFO ] [sig       ] [2557/3547] Forecasting PRTH...
[2025-12-04T20:43:32.161094] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-04T20:43:32.161124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-04T20:43:32.173867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-04T20:43:32.174286] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-04T20:43:32.175223] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-04T20:43:32.175276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:32.175308] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:32.175332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:32.175389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:32.231714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:32.232884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:32.232978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:32.233011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:32.354608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:32.354774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:32.354813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:32.354860] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:32.358182] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-12-04T20:43:32.358499] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-04T20:43:32.358649] [INFO ] [sig       ] PRTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:32.504859] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PRTH.txt
[2025-12-04T20:43:32.505007] [INFO ] [sig       ] [2557/3547] Completed PRTH in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:32.505045] [INFO ] [sig       ] [2558/3547] Forecasting PRVA...
[2025-12-04T20:43:32.505074] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-04T20:43:32.505102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-04T20:43:32.516830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-04T20:43:32.517167] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-04T20:43:32.517938] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-04T20:43:32.517988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:32.518018] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:32.518044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:32.518098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:32.574590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:32.575592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:32.575677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:32.575710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:32.697762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:32.697914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:32.697957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:32.697986] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:32.701543] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-12-04T20:43:32.701829] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-04T20:43:32.701950] [INFO ] [sig       ] PRVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:32.846839] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PRVA.txt
[2025-12-04T20:43:32.846962] [INFO ] [sig       ] [2558/3547] Completed PRVA in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:32.846998] [INFO ] [sig       ] [2559/3547] Forecasting PRZO...
[2025-12-04T20:43:32.847027] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-04T20:43:32.847054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-04T20:43:32.859039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-04T20:43:32.859320] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-04T20:43:32.860079] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-04T20:43:32.860129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:32.860158] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:32.860183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:32.860237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:32.915420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:32.916015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:32.916103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:32.916135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:33.031101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:33.031252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:33.031290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:33.031317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:33.034625] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-04T20:43:33.034881] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-04T20:43:33.034995] [INFO ] [sig       ] PRZO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:33.178333] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PRZO.txt
[2025-12-04T20:43:33.178549] [INFO ] [sig       ] [2559/3547] Completed PRZO in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:33.178608] [INFO ] [sig       ] [2560/3547] Forecasting PSC...
[2025-12-04T20:43:33.178639] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-04T20:43:33.178669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-04T20:43:33.192313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-04T20:43:33.192826] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-04T20:43:33.193759] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-04T20:43:33.193812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:33.193844] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:33.193869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:33.193926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:33.252257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:33.253384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:33.253484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:33.253516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:33.377831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:33.378066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:33.378114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:33.378143] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:33.381949] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-12-04T20:43:33.382246] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-04T20:43:33.382381] [INFO ] [sig       ] PSC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:33.523960] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PSC.txt
[2025-12-04T20:43:33.524214] [INFO ] [sig       ] [2560/3547] Completed PSC in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:33.524258] [INFO ] [sig       ] [2561/3547] Forecasting PSCE...
[2025-12-04T20:43:33.524287] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-04T20:43:33.524316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-04T20:43:33.537006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-04T20:43:33.537497] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-04T20:43:33.538457] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-04T20:43:33.538509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:33.538540] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:33.538601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:33.538662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:33.596358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:33.597456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:33.597555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:33.597607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:33.712669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:33.712951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:33.713004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:33.713033] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:33.717170] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-04T20:43:33.717539] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-04T20:43:33.717707] [INFO ] [sig       ] PSCE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:33.867160] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PSCE.txt
[2025-12-04T20:43:33.867367] [INFO ] [sig       ] [2561/3547] Completed PSCE in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:33.867408] [INFO ] [sig       ] [2562/3547] Forecasting PSCH...
[2025-12-04T20:43:33.867436] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-04T20:43:33.867465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-04T20:43:33.880195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-04T20:43:33.880540] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-04T20:43:33.881339] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-04T20:43:33.881388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:33.881418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:33.881443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:33.881495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:33.936935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:33.937542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:33.937654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:33.937693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:34.046646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:34.046810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:34.046850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:34.046877] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:34.050272] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-12-04T20:43:34.050534] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-04T20:43:34.050672] [INFO ] [sig       ] PSCH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:34.187074] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSCH.txt
[2025-12-04T20:43:34.187196] [INFO ] [sig       ] [2562/3547] Completed PSCH in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:34.187235] [INFO ] [sig       ] [2563/3547] Forecasting PSEC...
[2025-12-04T20:43:34.187262] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-04T20:43:34.187292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-04T20:43:34.199188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-04T20:43:34.199492] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-04T20:43:34.200281] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-04T20:43:34.200330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:34.200360] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:34.200386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:34.200440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:34.256411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:34.257254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:34.257334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:34.257364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:34.377589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:34.377748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:34.377788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:34.377814] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:34.381197] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=18.35%)
[2025-12-04T20:43:34.381473] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-04T20:43:34.381611] [INFO ] [sig       ] PSEC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:34.519525] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSEC.txt
[2025-12-04T20:43:34.519687] [INFO ] [sig       ] [2563/3547] Completed PSEC in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:34.519748] [INFO ] [sig       ] [2564/3547] Forecasting PSF...
[2025-12-04T20:43:34.519780] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-04T20:43:34.519810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-04T20:43:34.535332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-04T20:43:34.535932] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-04T20:43:34.537036] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-04T20:43:34.537097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:34.537137] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:34.537171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:34.537246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:34.602587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:34.603765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:34.603859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:34.603922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:34.723961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:34.724221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:34.724267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:34.724295] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:34.728005] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-04T20:43:34.728331] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-04T20:43:34.728482] [INFO ] [sig       ] PSF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:34.868177] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PSF.txt
[2025-12-04T20:43:34.868381] [INFO ] [sig       ] [2564/3547] Completed PSF in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:34.868421] [INFO ] [sig       ] [2565/3547] Forecasting PSFE...
[2025-12-04T20:43:34.868450] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-04T20:43:34.868487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-04T20:43:34.881643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-04T20:43:34.882063] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-04T20:43:34.882917] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-04T20:43:34.882969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:34.882999] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:34.883024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:34.883080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:34.938791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:34.939673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:34.939763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:34.939794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:35.057995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:35.058215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:35.058287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:35.058317] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:35.062077] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=61.94%)
[2025-12-04T20:43:35.062366] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-04T20:43:35.062522] [INFO ] [sig       ] PSFE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:35.204012] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PSFE.txt
[2025-12-04T20:43:35.204228] [INFO ] [sig       ] [2565/3547] Completed PSFE in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:35.204269] [INFO ] [sig       ] [2566/3547] Forecasting PSHG...
[2025-12-04T20:43:35.204299] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-04T20:43:35.204328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-04T20:43:35.217890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-04T20:43:35.218434] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-04T20:43:35.219284] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-04T20:43:35.219335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:35.219365] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:35.219391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:35.219449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:35.277990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:35.279028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:35.279198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:35.279242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:35.398144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:35.398333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:35.398375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:35.398402] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:35.401783] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-04T20:43:35.402060] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-04T20:43:35.402182] [INFO ] [sig       ] PSHG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:35.547868] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSHG.txt
[2025-12-04T20:43:35.548086] [INFO ] [sig       ] [2566/3547] Completed PSHG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:35.548128] [INFO ] [sig       ] [2567/3547] Forecasting PSN...
[2025-12-04T20:43:35.548159] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-04T20:43:35.548188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-04T20:43:35.561366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-04T20:43:35.561758] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-04T20:43:35.562661] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-04T20:43:35.562713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:35.562746] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:35.562772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:35.562830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:35.620281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:35.621162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:35.621250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:35.621282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:35.744797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:35.745031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:35.745076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:35.745106] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:35.748999] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=47.33%)
[2025-12-04T20:43:35.749307] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-04T20:43:35.749448] [INFO ] [sig       ] PSN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:35.889295] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSN.txt
[2025-12-04T20:43:35.889437] [INFO ] [sig       ] [2567/3547] Completed PSN in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:35.889473] [INFO ] [sig       ] [2568/3547] Forecasting PSNL...
[2025-12-04T20:43:35.889501] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-04T20:43:35.889530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-04T20:43:35.900633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-04T20:43:35.900897] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-04T20:43:35.901685] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-04T20:43:35.901736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:35.901765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:35.901788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:35.901842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:35.957599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:35.958200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:35.958296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:35.958330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:36.082684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:36.082922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:36.082975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:36.083038] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:36.087166] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-04T20:43:36.087483] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-04T20:43:36.087641] [INFO ] [sig       ] PSNL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:36.231119] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSNL.txt
[2025-12-04T20:43:36.231344] [INFO ] [sig       ] [2568/3547] Completed PSNL in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:36.231386] [INFO ] [sig       ] [2569/3547] Forecasting PSO...
[2025-12-04T20:43:36.231416] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-04T20:43:36.231447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-04T20:43:36.245146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-04T20:43:36.245696] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-04T20:43:36.246624] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-04T20:43:36.246674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:36.246706] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:36.246731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:36.246787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:36.304497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:36.305769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:36.305870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:36.305903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:36.427909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:36.428141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:36.428183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:36.428211] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:36.431993] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=42.55%)
[2025-12-04T20:43:36.432314] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-04T20:43:36.432451] [INFO ] [sig       ] PSO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:36.571871] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSO.txt
[2025-12-04T20:43:36.572121] [INFO ] [sig       ] [2569/3547] Completed PSO in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:36.572165] [INFO ] [sig       ] [2570/3547] Forecasting PSQH...
[2025-12-04T20:43:36.572193] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-04T20:43:36.572225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-04T20:43:36.585158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-04T20:43:36.585588] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-04T20:43:36.586433] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-04T20:43:36.586483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:36.586514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:36.586539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:36.586612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:36.644559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:36.645749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:36.645844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:36.645875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:36.770187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:36.770414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:36.770459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:36.770487] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:36.774324] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-04T20:43:36.774707] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-04T20:43:36.774846] [INFO ] [sig       ] PSQH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:36.921119] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PSQH.txt
[2025-12-04T20:43:36.921326] [INFO ] [sig       ] [2570/3547] Completed PSQH in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:36.921368] [INFO ] [sig       ] [2571/3547] Forecasting PSTG...
[2025-12-04T20:43:36.921397] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-04T20:43:36.921428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-04T20:43:36.934408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-04T20:43:36.935029] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-04T20:43:36.936017] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-04T20:43:36.936070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:36.936103] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:36.936130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:36.936186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:36.992818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:36.993921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:36.994021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:36.994052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:37.117973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:37.118209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:37.118270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:37.118302] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:37.122151] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=39.43%)
[2025-12-04T20:43:37.122449] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-04T20:43:37.122647] [INFO ] [sig       ] PSTG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:37.265268] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSTG.txt
[2025-12-04T20:43:37.265487] [INFO ] [sig       ] [2571/3547] Completed PSTG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-04T20:43:37.265530] [INFO ] [sig       ] [2572/3547] Forecasting PSTL...
[2025-12-04T20:43:37.265559] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-04T20:43:37.265632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-04T20:43:37.278400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-04T20:43:37.278787] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-04T20:43:37.279617] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-04T20:43:37.279668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:37.279703] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:37.279728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:37.279793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:37.334673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:37.335356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:37.335435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:37.335465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:37.450729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:37.450886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:37.450925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:37.450953] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:37.454305] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=81.65%)
[2025-12-04T20:43:37.454587] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-04T20:43:37.454708] [INFO ] [sig       ] PSTL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:37.590177] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PSTL.txt
[2025-12-04T20:43:37.590297] [INFO ] [sig       ] [2572/3547] Completed PSTL in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-04T20:43:37.590333] [INFO ] [sig       ] [2573/3547] Forecasting PSX...
[2025-12-04T20:43:37.590360] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-04T20:43:37.590387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-04T20:43:37.604802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-04T20:43:37.605434] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-04T20:43:37.606405] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-04T20:43:37.606459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:37.606531] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:37.606559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:37.606638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:37.664298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:37.665536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:37.665660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:37.665694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:37.793168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:37.793421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:37.793469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:37.793498] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:37.797485] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-04T20:43:37.797835] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-04T20:43:37.797980] [INFO ] [sig       ] PSX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:37.951691] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PSX.txt
[2025-12-04T20:43:37.951933] [INFO ] [sig       ] [2573/3547] Completed PSX in 0.4s | 2.93 sym/s | Total: 14.6m | ETA: 5.5m
[2025-12-04T20:43:37.951980] [INFO ] [sig       ] [2574/3547] Forecasting PTA...
[2025-12-04T20:43:37.952008] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-04T20:43:37.952038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-04T20:43:37.965198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-04T20:43:37.965768] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-04T20:43:37.966855] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-04T20:43:37.966930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:37.966962] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:37.966987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:37.967043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:38.023370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:38.024599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:38.024714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:38.024746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:38.149245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:38.149501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:38.149554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:38.149605] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:38.153534] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-04T20:43:38.153848] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-04T20:43:38.153984] [INFO ] [sig       ] PTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:38.295613] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PTA.txt
[2025-12-04T20:43:38.295831] [INFO ] [sig       ] [2574/3547] Completed PTA in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:38.295882] [INFO ] [sig       ] [2575/3547] Forecasting PTC...
[2025-12-04T20:43:38.295917] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-04T20:43:38.295949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-04T20:43:38.309514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-04T20:43:38.310045] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-04T20:43:38.311009] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-04T20:43:38.311062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:38.311094] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:38.311121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:38.311179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:38.369814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:38.371036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:38.371135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:38.371168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:38.498552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:38.498803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:38.498847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:38.498875] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:38.502817] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-04T20:43:38.503246] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-04T20:43:38.503404] [INFO ] [sig       ] PTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:38.642111] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PTC.txt
[2025-12-04T20:43:38.642274] [INFO ] [sig       ] [2575/3547] Completed PTC in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:38.642313] [INFO ] [sig       ] [2576/3547] Forecasting PTEN...
[2025-12-04T20:43:38.642342] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-04T20:43:38.642373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-04T20:43:38.655510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-04T20:43:38.655909] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-04T20:43:38.656762] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-04T20:43:38.656812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:38.656842] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:38.656866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:38.656920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:38.711787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:38.712450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:38.712529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:38.712559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:38.827911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:38.828066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:38.828105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:38.828167] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:38.831593] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-04T20:43:38.831870] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-04T20:43:38.831993] [INFO ] [sig       ] PTEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:38.967969] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PTEN.txt
[2025-12-04T20:43:38.968090] [INFO ] [sig       ] [2576/3547] Completed PTEN in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:38.968125] [INFO ] [sig       ] [2577/3547] Forecasting PTF...
[2025-12-04T20:43:38.968154] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-04T20:43:38.968182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-04T20:43:38.981520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-04T20:43:38.982048] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-04T20:43:38.983006] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-04T20:43:38.983058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:38.983090] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:38.983114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:38.983169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:39.043396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:39.044743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:39.044846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:39.044879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:39.168597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:39.168842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:39.168887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:39.168915] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:39.173012] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=40.02%)
[2025-12-04T20:43:39.173334] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-04T20:43:39.173515] [INFO ] [sig       ] PTF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:39.315522] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PTF.txt
[2025-12-04T20:43:39.315748] [INFO ] [sig       ] [2577/3547] Completed PTF in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:39.315792] [INFO ] [sig       ] [2578/3547] Forecasting PTGX...
[2025-12-04T20:43:39.315820] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-04T20:43:39.315850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-04T20:43:39.329469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-04T20:43:39.329882] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-04T20:43:39.330766] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-04T20:43:39.330818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:39.330857] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:39.330881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:39.330937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:39.387285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:39.387933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:39.388013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:39.388046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:39.505005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:39.505159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:39.505199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:39.505227] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:39.508635] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=44.05%)
[2025-12-04T20:43:39.508919] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-04T20:43:39.509037] [INFO ] [sig       ] PTGX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:39.647088] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PTGX.txt
[2025-12-04T20:43:39.647222] [INFO ] [sig       ] [2578/3547] Completed PTGX in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:39.647260] [INFO ] [sig       ] [2579/3547] Forecasting PTH...
[2025-12-04T20:43:39.647286] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-04T20:43:39.647314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-04T20:43:39.658079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-04T20:43:39.658415] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-04T20:43:39.659232] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-04T20:43:39.659282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:39.659312] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:39.659338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:39.659393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:39.716288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:39.716957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:39.717037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:39.717067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:39.820938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:39.821086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:39.821125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:39.821151] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:39.824481] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-04T20:43:39.824784] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-04T20:43:39.824906] [INFO ] [sig       ] PTH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:39.975090] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PTH.txt
[2025-12-04T20:43:39.975215] [INFO ] [sig       ] [2579/3547] Completed PTH in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:39.975251] [INFO ] [sig       ] [2580/3547] Forecasting PTIX...
[2025-12-04T20:43:39.975279] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-04T20:43:39.975306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-04T20:43:39.986393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-04T20:43:39.986724] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-04T20:43:39.987508] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-04T20:43:39.987559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:39.987616] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:39.987646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:39.987701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:40.044558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:40.045410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:40.045493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:40.045524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:40.169693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:40.169827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:40.169864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:40.169891] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:40.173066] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=71.51%)
[2025-12-04T20:43:40.173325] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-04T20:43:40.173443] [INFO ] [sig       ] PTIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:40.313128] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PTIX.txt
[2025-12-04T20:43:40.313274] [INFO ] [sig       ] [2580/3547] Completed PTIX in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:40.313313] [INFO ] [sig       ] [2581/3547] Forecasting PTLO...
[2025-12-04T20:43:40.313340] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-04T20:43:40.313368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-04T20:43:40.323857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-04T20:43:40.324128] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-04T20:43:40.324921] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-04T20:43:40.324970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:40.325000] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:40.325025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:40.325078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:40.383041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:40.384319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:40.384430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:40.384465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:40.506369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:40.506557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:40.506638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:40.506668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:40.510259] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-04T20:43:40.510527] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-04T20:43:40.510666] [INFO ] [sig       ] PTLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:40.649244] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PTLO.txt
[2025-12-04T20:43:40.649401] [INFO ] [sig       ] [2581/3547] Completed PTLO in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:40.649440] [INFO ] [sig       ] [2582/3547] Forecasting PTNQ...
[2025-12-04T20:43:40.649467] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-04T20:43:40.649495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-04T20:43:40.660456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-04T20:43:40.660770] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-04T20:43:40.661539] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-04T20:43:40.661604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:40.661635] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:40.661659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:40.661712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:40.717236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:40.717889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:40.717963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:40.717994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:40.837861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:40.838019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:40.838058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:40.838085] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:40.841476] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-04T20:43:40.841765] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-04T20:43:40.841882] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:40.982426] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PTNQ.txt
[2025-12-04T20:43:40.982671] [INFO ] [sig       ] [2582/3547] Completed PTNQ in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:40.982720] [INFO ] [sig       ] [2583/3547] Forecasting PTON...
[2025-12-04T20:43:40.982752] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-04T20:43:40.982784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-04T20:43:40.996266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-04T20:43:40.996855] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-04T20:43:40.997817] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-04T20:43:40.997869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:40.997901] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:40.997926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:40.997985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:41.055992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:41.057197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:41.057341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:41.057374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:41.184464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:41.184722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:41.184782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:41.184816] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:41.193361] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-04T20:43:41.194010] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-04T20:43:41.194243] [INFO ] [sig       ] PTON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:41.336147] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PTON.txt
[2025-12-04T20:43:41.336324] [INFO ] [sig       ] [2583/3547] Completed PTON in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:41.336372] [INFO ] [sig       ] [2584/3547] Forecasting PTY...
[2025-12-04T20:43:41.336406] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-04T20:43:41.336447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-04T20:43:41.348380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-04T20:43:41.348792] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-04T20:43:41.349600] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-04T20:43:41.349651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:41.349680] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:41.349705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:41.349758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:41.406789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:41.407501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:41.407597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:41.407632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:41.529559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:41.529730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:41.529776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:41.529809] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:41.533134] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-04T20:43:41.533395] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-04T20:43:41.533510] [INFO ] [sig       ] PTY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:41.673736] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PTY.txt
[2025-12-04T20:43:41.673882] [INFO ] [sig       ] [2584/3547] Completed PTY in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:41.673926] [INFO ] [sig       ] [2585/3547] Forecasting PUBM...
[2025-12-04T20:43:41.673953] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-04T20:43:41.673981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-04T20:43:41.684983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-04T20:43:41.685272] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-04T20:43:41.686058] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-04T20:43:41.686108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:41.686149] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:41.686176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:41.686229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:41.742541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:41.743285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:41.743367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:41.743399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:41.862998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:41.863146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:41.863184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:41.863211] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:41.866447] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-12-04T20:43:41.866729] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-04T20:43:41.866848] [INFO ] [sig       ] PUBM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:42.013654] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PUBM.txt
[2025-12-04T20:43:42.013812] [INFO ] [sig       ] [2585/3547] Completed PUBM in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:42.013852] [INFO ] [sig       ] [2586/3547] Forecasting PUK...
[2025-12-04T20:43:42.013880] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-04T20:43:42.013909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-04T20:43:42.025599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-04T20:43:42.025924] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-04T20:43:42.026757] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-04T20:43:42.026813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:42.026845] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:42.026871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:42.026928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:42.084310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:42.085000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:42.085075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:42.085108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:42.207040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:42.207285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:42.207332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:42.207363] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:42.211347] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-12-04T20:43:42.211725] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-04T20:43:42.211880] [INFO ] [sig       ] PUK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:42.359164] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PUK.txt
[2025-12-04T20:43:42.359373] [INFO ] [sig       ] [2586/3547] Completed PUK in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:42.359414] [INFO ] [sig       ] [2587/3547] Forecasting PUMP...
[2025-12-04T20:43:42.359444] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-04T20:43:42.359474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-04T20:43:42.372469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-04T20:43:42.372988] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-04T20:43:42.373868] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-04T20:43:42.373918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:42.373949] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:42.373974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:42.374029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:42.431270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:42.432288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:42.432385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:42.432417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:42.566202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:42.566449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:42.566498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:42.566534] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:42.571419] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-04T20:43:42.571865] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-04T20:43:42.572050] [INFO ] [sig       ] PUMP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:42.754255] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PUMP.txt
[2025-12-04T20:43:42.754475] [INFO ] [sig       ] [2587/3547] Completed PUMP in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:42.754521] [INFO ] [sig       ] [2588/3547] Forecasting PVH...
[2025-12-04T20:43:42.754565] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-04T20:43:42.754640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-04T20:43:42.769527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-04T20:43:42.770136] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-04T20:43:42.771240] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-04T20:43:42.771294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:42.771327] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:42.771355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:42.771418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:42.840821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:42.842114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:42.842224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:42.842259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:42.978533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:42.978770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:42.978815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:42.978844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:42.982784] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-04T20:43:42.983090] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-04T20:43:42.983235] [INFO ] [sig       ] PVH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:43.135615] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PVH.txt
[2025-12-04T20:43:43.135837] [INFO ] [sig       ] [2588/3547] Completed PVH in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:43.135888] [INFO ] [sig       ] [2589/3547] Forecasting PVL...
[2025-12-04T20:43:43.135917] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-04T20:43:43.135947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-04T20:43:43.150024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-04T20:43:43.150452] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-04T20:43:43.151360] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-04T20:43:43.151412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:43.151456] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:43.151490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:43.151548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:43.211804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:43.212996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:43.213096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:43.213129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:43.333610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:43.333858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:43.333905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:43.333936] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:43.337915] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-04T20:43:43.338274] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-04T20:43:43.338411] [INFO ] [sig       ] PVL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:43.478821] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PVL.txt
[2025-12-04T20:43:43.479028] [INFO ] [sig       ] [2589/3547] Completed PVL in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-04T20:43:43.479070] [INFO ] [sig       ] [2590/3547] Forecasting PWP...
[2025-12-04T20:43:43.479099] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-04T20:43:43.479128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-04T20:43:43.492026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-04T20:43:43.492617] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-04T20:43:43.493607] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-04T20:43:43.493662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:43.493753] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:43.493780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:43.493837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:43.549886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:43.550986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:43.551081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:43.551144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:43.670428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:43.670707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:43.670754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:43.670783] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:43.674506] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-04T20:43:43.674812] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-04T20:43:43.674968] [INFO ] [sig       ] PWP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:43.815205] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PWP.txt
[2025-12-04T20:43:43.815412] [INFO ] [sig       ] [2590/3547] Completed PWP in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-04T20:43:43.815454] [INFO ] [sig       ] [2591/3547] Forecasting PX...
[2025-12-04T20:43:43.815482] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-04T20:43:43.815511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-04T20:43:43.829231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-04T20:43:43.829622] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-04T20:43:43.830408] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-04T20:43:43.830458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:43.830488] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:43.830513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:43.830566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:43.886533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:43.887266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:43.887345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:43.887375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:44.014172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:44.014331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:44.014368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:44.014395] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:44.017678] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-12-04T20:43:44.017940] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-04T20:43:44.018057] [INFO ] [sig       ] PX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:44.153721] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PX.txt
[2025-12-04T20:43:44.153831] [INFO ] [sig       ] [2591/3547] Completed PX in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.4m
[2025-12-04T20:43:44.153867] [INFO ] [sig       ] [2592/3547] Forecasting PXS...
[2025-12-04T20:43:44.153894] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-04T20:43:44.153921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-04T20:43:44.165167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-04T20:43:44.165427] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-04T20:43:44.166179] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-04T20:43:44.166228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:44.166257] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:44.166282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:44.166336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:44.221218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:44.221961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:44.222038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:44.222068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:44.324901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:44.325055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:44.325092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:44.325138] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:44.328451] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-12-04T20:43:44.328736] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-04T20:43:44.328858] [INFO ] [sig       ] PXS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:44.464934] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PXS.txt
[2025-12-04T20:43:44.465084] [INFO ] [sig       ] [2592/3547] Completed PXS in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:44.465120] [INFO ] [sig       ] [2593/3547] Forecasting PY...
[2025-12-04T20:43:44.465147] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-04T20:43:44.465176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-04T20:43:44.477950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-04T20:43:44.478534] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-04T20:43:44.479864] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-04T20:43:44.479925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:44.479965] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:44.480000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:44.480075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:44.552653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:44.553812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:44.553912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:44.553945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:44.661272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:44.661522] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:43:44.661599] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:44.661636] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:44.665729] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-04T20:43:44.666057] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-04T20:43:44.666206] [INFO ] [sig       ] PY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:44.809426] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/PY.txt
[2025-12-04T20:43:44.809643] [INFO ] [sig       ] [2593/3547] Completed PY in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:44.809685] [INFO ] [sig       ] [2594/3547] Forecasting PYPL...
[2025-12-04T20:43:44.809715] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-04T20:43:44.809744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-04T20:43:44.822883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-04T20:43:44.823255] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-04T20:43:44.824053] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-04T20:43:44.824103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:44.824133] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:44.824158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:44.824212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:44.879885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:44.880530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:44.880624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:44.880674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:44.997365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:44.997522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:44.997561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:44.997605] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:45.001112] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-12-04T20:43:45.001384] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-04T20:43:45.001511] [INFO ] [sig       ] PYPL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:45.135608] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PYPL.txt
[2025-12-04T20:43:45.135724] [INFO ] [sig       ] [2594/3547] Completed PYPL in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:45.135787] [INFO ] [sig       ] [2595/3547] Forecasting PYXS...
[2025-12-04T20:43:45.135825] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-04T20:43:45.135854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-04T20:43:45.153351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-04T20:43:45.154074] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-04T20:43:45.155371] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-04T20:43:45.155445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:45.155487] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:45.155523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:45.155627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:45.217625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:45.218768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:45.218861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:45.218893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:45.341515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:45.341760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:45.341804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:45.341831] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:45.345751] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-12-04T20:43:45.346048] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-04T20:43:45.346181] [INFO ] [sig       ] PYXS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:45.487130] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PYXS.txt
[2025-12-04T20:43:45.487325] [INFO ] [sig       ] [2595/3547] Completed PYXS in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:45.487366] [INFO ] [sig       ] [2596/3547] Forecasting PZZA...
[2025-12-04T20:43:45.487393] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-04T20:43:45.487423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-04T20:43:45.500353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-04T20:43:45.500745] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-04T20:43:45.501530] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-04T20:43:45.501598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:45.501631] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:45.501669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:45.501725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:45.557682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:45.558610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:45.558690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:45.558722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:45.675349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:45.675508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:45.675548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:45.675594] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:45.679073] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-04T20:43:45.679338] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-04T20:43:45.679460] [INFO ] [sig       ] PZZA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:45.815355] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/PZZA.txt
[2025-12-04T20:43:45.815491] [INFO ] [sig       ] [2596/3547] Completed PZZA in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:45.815529] [INFO ] [sig       ] [2597/3547] Forecasting QBTS...
[2025-12-04T20:43:45.815557] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-04T20:43:45.815603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-04T20:43:45.826919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-04T20:43:45.827242] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-04T20:43:45.828030] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-04T20:43:45.828080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:45.828110] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:45.828135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:45.828189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:45.885357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:45.886058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:45.886138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:45.886170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:46.019982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:46.020156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:46.020203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:46.020231] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:46.023660] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-04T20:43:46.023940] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-04T20:43:46.024064] [INFO ] [sig       ] QBTS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:46.161906] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QBTS.txt
[2025-12-04T20:43:46.162165] [INFO ] [sig       ] [2597/3547] Completed QBTS in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:46.162224] [INFO ] [sig       ] [2598/3547] Forecasting QCLN...
[2025-12-04T20:43:46.162256] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-04T20:43:46.162288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-04T20:43:46.176076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-04T20:43:46.176636] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-04T20:43:46.177530] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-04T20:43:46.177609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:46.177648] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:46.177687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:46.177764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:46.237663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:46.238970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:46.239074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:46.239105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:46.363385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:46.363653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:46.363700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:46.363728] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:46.367564] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=84.91%)
[2025-12-04T20:43:46.367890] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-04T20:43:46.368027] [INFO ] [sig       ] QCLN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:46.511717] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QCLN.txt
[2025-12-04T20:43:46.511923] [INFO ] [sig       ] [2598/3547] Completed QCLN in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:46.511969] [INFO ] [sig       ] [2599/3547] Forecasting QCOM...
[2025-12-04T20:43:46.511999] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-04T20:43:46.512030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-04T20:43:46.526720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-04T20:43:46.527355] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-04T20:43:46.528337] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-04T20:43:46.528460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:46.528502] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:46.528529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:46.528633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:46.588826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:46.589990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:46.590094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:46.590127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:46.713237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:46.713469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:46.713517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:46.713548] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:46.717539] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-04T20:43:46.717970] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-04T20:43:46.718153] [INFO ] [sig       ] QCOM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:46.861288] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QCOM.txt
[2025-12-04T20:43:46.861515] [INFO ] [sig       ] [2599/3547] Completed QCOM in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:46.861557] [INFO ] [sig       ] [2600/3547] Forecasting QCRH...
[2025-12-04T20:43:46.861605] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-04T20:43:46.861646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-04T20:43:46.875552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-04T20:43:46.876042] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-04T20:43:46.876943] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-04T20:43:46.876996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:46.877027] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:46.877054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:46.877109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:46.934317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:46.935451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:46.935627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:46.935663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:47.057171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:47.057397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:47.057442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:47.057469] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:47.061252] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-04T20:43:47.061545] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-04T20:43:47.061695] [INFO ] [sig       ] QCRH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:47.204855] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QCRH.txt
[2025-12-04T20:43:47.205067] [INFO ] [sig       ] [2600/3547] Completed QCRH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:47.205113] [INFO ] [sig       ] [2601/3547] Forecasting QD...
[2025-12-04T20:43:47.205142] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-04T20:43:47.205173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-04T20:43:47.219548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-04T20:43:47.220151] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-04T20:43:47.221108] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-04T20:43:47.221159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:47.221191] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:47.221216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:47.221272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:47.278225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:47.279373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:47.279484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:47.279517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:47.400717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:47.400942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:47.400993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:47.401034] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:47.404875] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-04T20:43:47.405214] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-04T20:43:47.405362] [INFO ] [sig       ] QD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:47.552284] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QD.txt
[2025-12-04T20:43:47.552477] [INFO ] [sig       ] [2601/3547] Completed QD in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:47.552518] [INFO ] [sig       ] [2602/3547] Forecasting QDEL...
[2025-12-04T20:43:47.552546] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-04T20:43:47.552593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-04T20:43:47.565240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-04T20:43:47.565699] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-04T20:43:47.566538] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-04T20:43:47.566614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:47.566647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:47.566672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:47.566727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:47.625286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:47.626397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:47.626504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:47.626541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:47.749137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:47.749371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:47.749417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:47.749448] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:47.753897] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-04T20:43:47.754227] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-04T20:43:47.754385] [INFO ] [sig       ] QDEL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:47.908241] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QDEL.txt
[2025-12-04T20:43:47.908465] [INFO ] [sig       ] [2602/3547] Completed QDEL in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:47.908508] [INFO ] [sig       ] [2603/3547] Forecasting QFIN...
[2025-12-04T20:43:47.908538] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-04T20:43:47.908606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-04T20:43:47.922683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-04T20:43:47.923204] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-04T20:43:47.924158] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-04T20:43:47.924214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:47.924247] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:47.924274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:47.924333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:47.983840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:47.984961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:47.985061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:47.985093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:48.114186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:48.114403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:48.114448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:48.114478] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:48.118313] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-12-04T20:43:48.118635] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-04T20:43:48.118773] [INFO ] [sig       ] QFIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:48.263134] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QFIN.txt
[2025-12-04T20:43:48.263363] [INFO ] [sig       ] [2603/3547] Completed QFIN in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:48.263405] [INFO ] [sig       ] [2604/3547] Forecasting QGEN...
[2025-12-04T20:43:48.263433] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-04T20:43:48.263463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-04T20:43:48.280109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-04T20:43:48.280698] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-04T20:43:48.281613] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-04T20:43:48.281667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:48.281700] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:48.281727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:48.281785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:48.340614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:48.341679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:48.341785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:48.341817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:48.477835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:48.478006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:48.478047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:48.478074] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:48.481733] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-04T20:43:48.482058] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-04T20:43:48.482210] [INFO ] [sig       ] QGEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:48.625143] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QGEN.txt
[2025-12-04T20:43:48.625296] [INFO ] [sig       ] [2604/3547] Completed QGEN in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:48.625333] [INFO ] [sig       ] [2605/3547] Forecasting QLYS...
[2025-12-04T20:43:48.625361] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-04T20:43:48.625389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-04T20:43:48.640158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-04T20:43:48.640483] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-04T20:43:48.641286] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-04T20:43:48.641337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:48.641368] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:48.641394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:48.641449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:48.698506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:48.699157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:48.699232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:48.699264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:48.814643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:48.814782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:48.814818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:48.814844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:48.818041] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-04T20:43:48.818325] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-04T20:43:48.818450] [INFO ] [sig       ] QLYS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:48.954829] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QLYS.txt
[2025-12-04T20:43:48.954949] [INFO ] [sig       ] [2605/3547] Completed QLYS in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:48.954988] [INFO ] [sig       ] [2606/3547] Forecasting QMCO...
[2025-12-04T20:43:48.955017] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-04T20:43:48.955045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-04T20:43:48.965392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-04T20:43:48.965685] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-04T20:43:48.966413] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-04T20:43:48.966462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:48.966492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:48.966517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:48.966570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:49.021601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:49.022225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:49.022297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:49.022328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:49.139767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:49.139916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:49.139956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:49.139984] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:49.143479] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2025-12-04T20:43:49.143764] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-04T20:43:49.143883] [INFO ] [sig       ] QMCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:49.280316] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QMCO.txt
[2025-12-04T20:43:49.280433] [INFO ] [sig       ] [2606/3547] Completed QMCO in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:49.280469] [INFO ] [sig       ] [2607/3547] Forecasting QMOM...
[2025-12-04T20:43:49.280497] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-04T20:43:49.280525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-04T20:43:49.291753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-04T20:43:49.292019] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-04T20:43:49.292782] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-04T20:43:49.292832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:49.292887] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:49.292914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:49.292969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:49.348811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:49.349665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:49.349746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:49.349778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:49.471080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:49.471251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:49.471289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:49.471315] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:49.474683] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-12-04T20:43:49.474941] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-04T20:43:49.475061] [INFO ] [sig       ] QMOM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:49.611789] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QMOM.txt
[2025-12-04T20:43:49.611911] [INFO ] [sig       ] [2607/3547] Completed QMOM in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-04T20:43:49.611947] [INFO ] [sig       ] [2608/3547] Forecasting QNCX...
[2025-12-04T20:43:49.611978] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-04T20:43:49.612008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-04T20:43:49.623601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-04T20:43:49.623880] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-04T20:43:49.624634] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-04T20:43:49.624684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:49.624715] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:49.624740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:49.624795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:49.681800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:49.682562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:49.682659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:49.682693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:49.801708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:49.801879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:49.801930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:49.801969] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:49.805304] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-04T20:43:49.805588] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-04T20:43:49.805713] [INFO ] [sig       ] QNCX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:49.950175] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QNCX.txt
[2025-12-04T20:43:49.950319] [INFO ] [sig       ] [2608/3547] Completed QNCX in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.3m
[2025-12-04T20:43:49.950361] [INFO ] [sig       ] [2609/3547] Forecasting QNTM...
[2025-12-04T20:43:49.950399] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-04T20:43:49.950434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-04T20:43:49.963397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-04T20:43:49.963732] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-04T20:43:49.964525] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-04T20:43:49.964608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:49.964643] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:49.964669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:49.964727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:50.027190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:50.028046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:50.028125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:50.028157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:50.147534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:50.147708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:50.147746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:50.147773] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:50.151054] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-04T20:43:50.151314] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-04T20:43:50.151430] [INFO ] [sig       ] QNTM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:50.290405] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QNTM.txt
[2025-12-04T20:43:50.290528] [INFO ] [sig       ] [2609/3547] Completed QNTM in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:50.290567] [INFO ] [sig       ] [2610/3547] Forecasting QQMG...
[2025-12-04T20:43:50.290616] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-04T20:43:50.290646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-04T20:43:50.302453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-04T20:43:50.302735] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-04T20:43:50.303513] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-04T20:43:50.303565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:50.303620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:50.303647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:50.303718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:50.360907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:50.361529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:50.361640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:50.361675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:50.476799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:50.476940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:50.476977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:50.477036] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:50.480449] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-04T20:43:50.480737] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-04T20:43:50.480856] [INFO ] [sig       ] QQMG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:50.617738] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QQMG.txt
[2025-12-04T20:43:50.617852] [INFO ] [sig       ] [2610/3547] Completed QQMG in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:50.617888] [INFO ] [sig       ] [2611/3547] Forecasting QQQ...
[2025-12-04T20:43:50.617916] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-04T20:43:50.617943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-04T20:43:50.630202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-04T20:43:50.630468] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-04T20:43:50.631223] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-04T20:43:50.631273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:50.631303] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:50.631328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:50.631382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:50.688590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:50.689422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:50.689502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:50.689534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:50.812255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:50.812403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:50.812442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:50.812471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:50.815828] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-04T20:43:50.816103] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-04T20:43:50.816223] [INFO ] [sig       ] QQQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:50.962826] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QQQ.txt
[2025-12-04T20:43:50.963035] [INFO ] [sig       ] [2611/3547] Completed QQQ in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:50.963090] [INFO ] [sig       ] [2612/3547] Forecasting QQQE...
[2025-12-04T20:43:50.963122] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-04T20:43:50.963153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-04T20:43:50.974480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-04T20:43:50.974838] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-04T20:43:50.975638] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-04T20:43:50.975688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:50.975719] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:50.975745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:50.975801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:51.036888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:51.037818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:51.037912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:51.037946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:51.158285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:51.158432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:51.158471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:51.158498] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:51.161798] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-04T20:43:51.162059] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-04T20:43:51.162174] [INFO ] [sig       ] QQQE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:51.309703] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QQQE.txt
[2025-12-04T20:43:51.309907] [INFO ] [sig       ] [2612/3547] Completed QQQE in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:51.309949] [INFO ] [sig       ] [2613/3547] Forecasting QQQI...
[2025-12-04T20:43:51.309976] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-04T20:43:51.310005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-04T20:43:51.322308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-04T20:43:51.322696] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-04T20:43:51.323549] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-04T20:43:51.323618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:51.323652] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:51.323677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:51.323731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:51.382255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:51.383273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:51.383360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:51.383391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:51.499963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:51.500124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:51.500163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:51.500189] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:51.503761] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-04T20:43:51.504033] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-04T20:43:51.504158] [INFO ] [sig       ] QQQI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:51.646380] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QQQI.txt
[2025-12-04T20:43:51.646544] [INFO ] [sig       ] [2613/3547] Completed QQQI in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:51.646608] [INFO ] [sig       ] [2614/3547] Forecasting QQQJ...
[2025-12-04T20:43:51.646641] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-04T20:43:51.646668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-04T20:43:51.657827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-04T20:43:51.658156] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-04T20:43:51.658998] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-04T20:43:51.659048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:51.659078] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:51.659104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:51.659157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:51.714927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:51.715607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:51.715684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:51.715714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:51.833910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:51.834075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:51.834121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:51.834157] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:51.837545] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-04T20:43:51.837858] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-04T20:43:51.837983] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:51.978855] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QQQJ.txt
[2025-12-04T20:43:51.979002] [INFO ] [sig       ] [2614/3547] Completed QQQJ in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:51.979042] [INFO ] [sig       ] [2615/3547] Forecasting QQQM...
[2025-12-04T20:43:51.979070] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-04T20:43:51.979098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-04T20:43:51.990089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-04T20:43:51.990367] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-04T20:43:51.991125] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-04T20:43:51.991174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:51.991204] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:51.991230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:51.991287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:52.047289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:52.048010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:52.048089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:52.048119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:52.166945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:52.167068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:52.167105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:52.167133] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:52.170365] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-04T20:43:52.170645] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-04T20:43:52.170764] [INFO ] [sig       ] QQQM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:52.308472] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QQQM.txt
[2025-12-04T20:43:52.308611] [INFO ] [sig       ] [2615/3547] Completed QQQM in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:52.308651] [INFO ] [sig       ] [2616/3547] Forecasting QQQX...
[2025-12-04T20:43:52.308680] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-04T20:43:52.308708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-04T20:43:52.319383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-04T20:43:52.319672] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-04T20:43:52.320413] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-04T20:43:52.320462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:52.320492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:52.320517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:52.320586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:52.376626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:52.377211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:52.377287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:52.377317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:52.503095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:52.503235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:52.503274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:52.503301] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:52.506607] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-04T20:43:52.506865] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-04T20:43:52.506979] [INFO ] [sig       ] QQQX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:52.645524] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QQQX.txt
[2025-12-04T20:43:52.645647] [INFO ] [sig       ] [2616/3547] Completed QQQX in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:52.645685] [INFO ] [sig       ] [2617/3547] Forecasting QQQY...
[2025-12-04T20:43:52.645714] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-04T20:43:52.645741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-04T20:43:52.656709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-04T20:43:52.656972] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-04T20:43:52.657728] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-04T20:43:52.657777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:52.657806] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:52.657831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:52.657885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:52.713986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:52.714591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:52.714702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:52.714747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:52.832438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:52.832602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:52.832648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:52.832682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:52.836072] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-04T20:43:52.836345] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-04T20:43:52.836464] [INFO ] [sig       ] QQQY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:52.975175] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QQQY.txt
[2025-12-04T20:43:52.975293] [INFO ] [sig       ] [2617/3547] Completed QQQY in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:52.975329] [INFO ] [sig       ] [2618/3547] Forecasting QRHC...
[2025-12-04T20:43:52.975357] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-04T20:43:52.975385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-04T20:43:52.986014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-04T20:43:52.986288] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-04T20:43:52.987050] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-04T20:43:52.987099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:52.987129] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:52.987154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:52.987208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:53.043185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:53.043879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:53.043957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:53.043988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:53.160242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:53.160357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:53.160394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:53.160421] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:53.163768] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-04T20:43:53.164035] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-04T20:43:53.164153] [INFO ] [sig       ] QRHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:53.346261] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QRHC.txt
[2025-12-04T20:43:53.346390] [INFO ] [sig       ] [2618/3547] Completed QRHC in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:53.346427] [INFO ] [sig       ] [2619/3547] Forecasting QRVO...
[2025-12-04T20:43:53.346455] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-04T20:43:53.346483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-04T20:43:53.357777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-04T20:43:53.358054] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-04T20:43:53.358883] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-04T20:43:53.358933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:53.358963] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:53.358989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:53.359042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:53.415381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:53.416003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:53.416092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:53.416131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:53.533709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:53.533828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:53.533865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:53.533892] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:53.537099] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-04T20:43:53.537356] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-04T20:43:53.537473] [INFO ] [sig       ] QRVO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:53.680627] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QRVO.txt
[2025-12-04T20:43:53.680750] [INFO ] [sig       ] [2619/3547] Completed QRVO in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:53.680788] [INFO ] [sig       ] [2620/3547] Forecasting QS...
[2025-12-04T20:43:53.680816] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-04T20:43:53.680845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-04T20:43:53.691949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-04T20:43:53.692249] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-04T20:43:53.693041] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-04T20:43:53.693092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:53.693136] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:53.693164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:53.693226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:53.749008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:53.750011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:53.750096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:53.750128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:53.870906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:53.871075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:53.871115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:53.871142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:53.874525] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-04T20:43:53.874825] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-04T20:43:53.874955] [INFO ] [sig       ] QS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:54.017625] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QS.txt
[2025-12-04T20:43:54.017827] [INFO ] [sig       ] [2620/3547] Completed QS in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:54.017866] [INFO ] [sig       ] [2621/3547] Forecasting QSI...
[2025-12-04T20:43:54.017893] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-04T20:43:54.017922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-04T20:43:54.029489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-04T20:43:54.029880] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-04T20:43:54.030642] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-04T20:43:54.030691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:54.030721] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:54.030747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:54.030801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:54.086972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:54.087866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:54.087952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:54.087983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:54.207688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:54.207849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:54.207886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:54.207913] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:54.211317] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-12-04T20:43:54.211637] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-04T20:43:54.211770] [INFO ] [sig       ] QSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:54.349547] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QSI.txt
[2025-12-04T20:43:54.349690] [INFO ] [sig       ] [2621/3547] Completed QSI in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:54.349726] [INFO ] [sig       ] [2622/3547] Forecasting QTEC...
[2025-12-04T20:43:54.349753] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-04T20:43:54.349782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-04T20:43:54.361431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-04T20:43:54.361788] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-04T20:43:54.362526] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-04T20:43:54.362593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:54.362625] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:54.362650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:54.362704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:54.418855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:54.419740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:54.419825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:54.419857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:54.540747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:54.540904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:54.540944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:54.540971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:54.544287] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-04T20:43:54.544569] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-04T20:43:54.544712] [INFO ] [sig       ] QTEC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:54.683887] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QTEC.txt
[2025-12-04T20:43:54.684015] [INFO ] [sig       ] [2622/3547] Completed QTEC in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:54.684052] [INFO ] [sig       ] [2623/3547] Forecasting QTRX...
[2025-12-04T20:43:54.684081] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-04T20:43:54.684109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-04T20:43:54.695767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-04T20:43:54.696056] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-04T20:43:54.696843] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-04T20:43:54.696892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:54.696923] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:54.696948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:54.697002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:54.752200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:54.753045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:54.753129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:54.753160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:54.870847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:54.870993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:54.871032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:54.871058] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:54.874304] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-04T20:43:54.874561] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-04T20:43:54.874693] [INFO ] [sig       ] QTRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:55.011282] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QTRX.txt
[2025-12-04T20:43:55.011415] [INFO ] [sig       ] [2623/3547] Completed QTRX in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:55.011458] [INFO ] [sig       ] [2624/3547] Forecasting QTTB...
[2025-12-04T20:43:55.011487] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-04T20:43:55.011515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-04T20:43:55.022523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-04T20:43:55.022825] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-04T20:43:55.023555] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-04T20:43:55.023628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:55.023680] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:55.023706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:55.023760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:55.078803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:55.079487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:55.079564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:55.079615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:55.196158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:55.196307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:55.196347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:55.196373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:55.199727] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-04T20:43:55.199986] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-04T20:43:55.200113] [INFO ] [sig       ] QTTB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:55.337057] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QTTB.txt
[2025-12-04T20:43:55.337192] [INFO ] [sig       ] [2624/3547] Completed QTTB in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-04T20:43:55.337236] [INFO ] [sig       ] [2625/3547] Forecasting QTUM...
[2025-12-04T20:43:55.337264] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-04T20:43:55.337292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-04T20:43:55.349432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-04T20:43:55.349831] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-04T20:43:55.350643] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-04T20:43:55.350692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:55.350722] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:55.350747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:55.350800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:55.409096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:55.409957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:55.410039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:55.410071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:55.528653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:55.528804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:55.528843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:55.528870] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:55.532177] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=47.47%)
[2025-12-04T20:43:55.532435] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-04T20:43:55.532606] [INFO ] [sig       ] QTUM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:55.670346] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QTUM.txt
[2025-12-04T20:43:55.670462] [INFO ] [sig       ] [2625/3547] Completed QTUM in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-04T20:43:55.670500] [INFO ] [sig       ] [2626/3547] Forecasting QTWO...
[2025-12-04T20:43:55.670530] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-04T20:43:55.670559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-04T20:43:55.682450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-04T20:43:55.682798] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-04T20:43:55.683611] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-04T20:43:55.683660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:55.683690] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:55.683714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:55.683767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:55.737953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:55.738620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:55.738700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:55.738731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:55.867567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:55.867842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:55.867889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:55.867918] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:55.871977] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-04T20:43:55.872278] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-04T20:43:55.872416] [INFO ] [sig       ] QTWO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:56.012330] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QTWO.txt
[2025-12-04T20:43:56.012522] [INFO ] [sig       ] [2626/3547] Completed QTWO in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.2m
[2025-12-04T20:43:56.012562] [INFO ] [sig       ] [2627/3547] Forecasting QUAD...
[2025-12-04T20:43:56.012624] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-04T20:43:56.012655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-04T20:43:56.025563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-04T20:43:56.025988] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-04T20:43:56.026916] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-04T20:43:56.026966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:56.026998] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:56.027022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:56.027077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:56.082310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:56.083207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:56.083297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:56.083329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:56.204790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:56.205014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:56.205086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:56.205158] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:56.209076] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-12-04T20:43:56.209409] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-04T20:43:56.209556] [INFO ] [sig       ] QUAD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:56.359009] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QUAD.txt
[2025-12-04T20:43:56.359208] [INFO ] [sig       ] [2627/3547] Completed QUAD in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:56.359250] [INFO ] [sig       ] [2628/3547] Forecasting QUIK...
[2025-12-04T20:43:56.359279] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-04T20:43:56.359310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-04T20:43:56.372268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-04T20:43:56.372826] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-04T20:43:56.373700] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-04T20:43:56.373752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:56.373783] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:56.373814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:56.373878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:56.430228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:56.431323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:56.431423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:56.431454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:56.553990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:56.554224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:56.554269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:56.554296] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:56.558313] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-04T20:43:56.558824] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-04T20:43:56.558999] [INFO ] [sig       ] QUIK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:56.708795] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QUIK.txt
[2025-12-04T20:43:56.709040] [INFO ] [sig       ] [2628/3547] Completed QUIK in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:56.709090] [INFO ] [sig       ] [2629/3547] Forecasting QURE...
[2025-12-04T20:43:56.709119] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-04T20:43:56.709148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-04T20:43:56.722957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-04T20:43:56.723388] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-04T20:43:56.724307] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-04T20:43:56.724360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:56.724392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:56.724417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:56.724477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:56.781597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:56.782640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:56.782765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:56.782799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:56.908876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:56.909111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:56.909156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:56.909185] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:56.913274] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-04T20:43:56.913622] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-04T20:43:56.913768] [INFO ] [sig       ] QURE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:57.057027] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QURE.txt
[2025-12-04T20:43:57.057280] [INFO ] [sig       ] [2629/3547] Completed QURE in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:57.057327] [INFO ] [sig       ] [2630/3547] Forecasting QVAL...
[2025-12-04T20:43:57.057357] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-04T20:43:57.057387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-04T20:43:57.070077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-04T20:43:57.070597] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-04T20:43:57.071462] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-04T20:43:57.071512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:57.071544] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:57.071600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:57.071660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:57.129360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:57.130395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:57.130493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:57.130537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:57.248884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:57.249109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:57.249152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:57.249180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:57.253009] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-04T20:43:57.253334] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-04T20:43:57.253469] [INFO ] [sig       ] QVAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:57.397737] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QVAL.txt
[2025-12-04T20:43:57.397958] [INFO ] [sig       ] [2630/3547] Completed QVAL in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:57.398004] [INFO ] [sig       ] [2631/3547] Forecasting QVCC...
[2025-12-04T20:43:57.398035] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-04T20:43:57.398065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-04T20:43:57.411679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-04T20:43:57.412237] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-04T20:43:57.413250] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-04T20:43:57.413304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:57.413357] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:57.413388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:57.413447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:57.471010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:57.472227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:57.472335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:57.472371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:57.590536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:57.590797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:57.590842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:57.590870] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:57.594676] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-12-04T20:43:57.594974] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-04T20:43:57.595104] [INFO ] [sig       ] QVCC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:57.743187] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QVCC.txt
[2025-12-04T20:43:57.743408] [INFO ] [sig       ] [2631/3547] Completed QVCC in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:57.743451] [INFO ] [sig       ] [2632/3547] Forecasting QYLD...
[2025-12-04T20:43:57.743482] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-04T20:43:57.743512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-04T20:43:57.757004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-04T20:43:57.757557] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-04T20:43:57.758623] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-04T20:43:57.758678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:57.758710] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:57.758737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:57.758799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:57.816553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:57.817696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:57.817796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:57.817829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:57.938825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:57.939055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:57.939098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:57.939126] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:57.942820] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-04T20:43:57.943107] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-04T20:43:57.943232] [INFO ] [sig       ] QYLD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:58.083512] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/QYLD.txt
[2025-12-04T20:43:58.083728] [INFO ] [sig       ] [2632/3547] Completed QYLD in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:58.083769] [INFO ] [sig       ] [2633/3547] Forecasting QYLG...
[2025-12-04T20:43:58.083797] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-04T20:43:58.083826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-04T20:43:58.096694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-04T20:43:58.097126] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-04T20:43:58.098037] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-04T20:43:58.098087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:58.098118] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:58.098142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:58.098197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:58.154474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:58.155665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:58.155762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:58.155794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:58.274521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:58.274726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:58.274767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:58.274794] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:58.278125] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-12-04T20:43:58.278463] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-04T20:43:58.278614] [INFO ] [sig       ] QYLG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:58.418470] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/QYLG.txt
[2025-12-04T20:43:58.418656] [INFO ] [sig       ] [2633/3547] Completed QYLG in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:58.418697] [INFO ] [sig       ] [2634/3547] Forecasting RA...
[2025-12-04T20:43:58.418727] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-04T20:43:58.418755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-04T20:43:58.430699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-04T20:43:58.431035] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-04T20:43:58.431838] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-04T20:43:58.431887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:58.431917] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:58.431942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:58.431995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:58.489200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:58.490106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:58.490232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:58.490271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:58.608510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:58.608669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:58.608708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:58.608735] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:58.612031] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-04T20:43:58.612294] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-04T20:43:58.612412] [INFO ] [sig       ] RA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:58.749141] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RA.txt
[2025-12-04T20:43:58.749273] [INFO ] [sig       ] [2634/3547] Completed RA in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:58.749318] [INFO ] [sig       ] [2635/3547] Forecasting RACE...
[2025-12-04T20:43:58.749357] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-04T20:43:58.749388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-04T20:43:58.761802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-04T20:43:58.762129] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-04T20:43:58.762930] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-04T20:43:58.762978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:58.763009] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:58.763034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:58.763087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:58.819374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:58.820098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:58.820185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:58.820221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:58.944204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:58.944366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:58.944405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:58.944431] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:58.947815] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-04T20:43:58.948086] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-04T20:43:58.948208] [INFO ] [sig       ] RACE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:59.084001] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RACE.txt
[2025-12-04T20:43:59.084152] [INFO ] [sig       ] [2635/3547] Completed RACE in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:59.084190] [INFO ] [sig       ] [2636/3547] Forecasting RAIL...
[2025-12-04T20:43:59.084217] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-04T20:43:59.084247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-04T20:43:59.096349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-04T20:43:59.096708] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-04T20:43:59.097473] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-04T20:43:59.097523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:59.097554] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:59.097602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:59.097658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:59.152696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:59.153273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:59.153347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:59.153378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:59.276358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:59.276489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:59.276524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:59.276551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:59.279827] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2025-12-04T20:43:59.280093] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-04T20:43:59.280212] [INFO ] [sig       ] RAIL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:43:59.415844] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RAIL.txt
[2025-12-04T20:43:59.415955] [INFO ] [sig       ] [2636/3547] Completed RAIL in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:59.415990] [INFO ] [sig       ] [2637/3547] Forecasting RAMP...
[2025-12-04T20:43:59.416017] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-04T20:43:59.416045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-04T20:43:59.431895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-04T20:43:59.432404] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-04T20:43:59.433633] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-04T20:43:59.433703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:59.433752] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:59.433795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:59.433878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:59.499387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:59.500306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:59.500390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:59.500421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:59.619764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:59.619937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:59.619978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:59.620006] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:59.623412] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-04T20:43:59.623725] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-04T20:43:59.623852] [INFO ] [sig       ] RAMP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:43:59.763380] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RAMP.txt
[2025-12-04T20:43:59.763590] [INFO ] [sig       ] [2637/3547] Completed RAMP in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:43:59.763632] [INFO ] [sig       ] [2638/3547] Forecasting RAPP...
[2025-12-04T20:43:59.763661] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-04T20:43:59.763689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-04T20:43:59.776641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-04T20:43:59.777025] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-04T20:43:59.777849] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-04T20:43:59.777901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:43:59.777933] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:43:59.777959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:43:59.778016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:43:59.837210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:43:59.838504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:43:59.838636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:43:59.838671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:43:59.960182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:43:59.960425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:43:59.960470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:43:59.960526] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:43:59.964421] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-04T20:43:59.964811] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-04T20:43:59.964950] [INFO ] [sig       ] RAPP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:00.118078] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RAPP.txt
[2025-12-04T20:44:00.118238] [INFO ] [sig       ] [2638/3547] Completed RAPP in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:44:00.118305] [INFO ] [sig       ] [2639/3547] Forecasting RARE...
[2025-12-04T20:44:00.118334] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-04T20:44:00.118363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-04T20:44:00.129716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-04T20:44:00.130005] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-04T20:44:00.130794] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-04T20:44:00.130843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:00.130873] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:00.130898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:00.130950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:00.185690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:00.186453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:00.186536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:00.186568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:00.305688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:00.305849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:00.305889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:00.305916] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:00.309253] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-04T20:44:00.309521] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-04T20:44:00.309658] [INFO ] [sig       ] RARE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:00.451382] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RARE.txt
[2025-12-04T20:44:00.451537] [INFO ] [sig       ] [2639/3547] Completed RARE in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:44:00.451596] [INFO ] [sig       ] [2640/3547] Forecasting RAVE...
[2025-12-04T20:44:00.451627] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-04T20:44:00.451655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-04T20:44:00.462655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-04T20:44:00.463040] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-04T20:44:00.463879] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-04T20:44:00.463938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:00.463974] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:00.464001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:00.464056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:00.521769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:00.522656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:00.522739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:00.522787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:00.630861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:00.631024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:00.631065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:00.631094] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:00.634478] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-12-04T20:44:00.634773] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-04T20:44:00.634899] [INFO ] [sig       ] RAVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:00.774323] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RAVE.txt
[2025-12-04T20:44:00.774468] [INFO ] [sig       ] [2640/3547] Completed RAVE in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:44:00.774505] [INFO ] [sig       ] [2641/3547] Forecasting RAY...
[2025-12-04T20:44:00.774533] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-04T20:44:00.774561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-04T20:44:00.785320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-04T20:44:00.785666] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-04T20:44:00.786430] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-04T20:44:00.786481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:00.786539] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:00.786566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:00.786642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:00.842437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:00.843344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:00.843426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:00.843459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:00.959901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:00.960057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:00.960095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:00.960120] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:00.963375] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-12-04T20:44:00.963651] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-04T20:44:00.963769] [INFO ] [sig       ] RAY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:01.107703] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RAY.txt
[2025-12-04T20:44:01.107924] [INFO ] [sig       ] [2641/3547] Completed RAY in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:44:01.107968] [INFO ] [sig       ] [2642/3547] Forecasting RBA...
[2025-12-04T20:44:01.107996] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-04T20:44:01.108026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-04T20:44:01.122123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-04T20:44:01.122742] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-04T20:44:01.123745] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-04T20:44:01.123802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:01.123834] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:01.123889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:01.123949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:01.182559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:01.183761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:01.183864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:01.183905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:01.309732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:01.309973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:01.310019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:01.310047] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:01.314080] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=64.14%)
[2025-12-04T20:44:01.314496] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-04T20:44:01.314678] [INFO ] [sig       ] RBA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:01.466387] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RBA.txt
[2025-12-04T20:44:01.466609] [INFO ] [sig       ] [2642/3547] Completed RBA in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-04T20:44:01.466652] [INFO ] [sig       ] [2643/3547] Forecasting RBB...
[2025-12-04T20:44:01.466680] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-04T20:44:01.466710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-04T20:44:01.479335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-04T20:44:01.479736] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-04T20:44:01.480511] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-04T20:44:01.480561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:01.480613] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:01.480640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:01.480694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:01.536383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:01.537306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:01.537392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:01.537423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:01.659773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:01.659928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:01.659966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:01.659993] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:01.663358] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-12-04T20:44:01.663666] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-04T20:44:01.663810] [INFO ] [sig       ] RBB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:01.800245] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RBB.txt
[2025-12-04T20:44:01.800400] [INFO ] [sig       ] [2643/3547] Completed RBB in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-04T20:44:01.800463] [INFO ] [sig       ] [2644/3547] Forecasting RBBN...
[2025-12-04T20:44:01.800493] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-04T20:44:01.800521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-04T20:44:01.812691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-04T20:44:01.813044] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-04T20:44:01.814000] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-04T20:44:01.814048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:01.814078] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:01.814102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:01.814155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:01.872215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:01.873123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:01.873200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:01.873231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:01.993653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:01.993811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:01.993852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:01.993879] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:01.997354] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-04T20:44:01.997663] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-04T20:44:01.997808] [INFO ] [sig       ] RBBN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:02.137052] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RBBN.txt
[2025-12-04T20:44:02.137207] [INFO ] [sig       ] [2644/3547] Completed RBBN in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.1m
[2025-12-04T20:44:02.137246] [INFO ] [sig       ] [2645/3547] Forecasting RBC...
[2025-12-04T20:44:02.137277] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-04T20:44:02.137306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-04T20:44:02.149781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-04T20:44:02.150155] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-04T20:44:02.151020] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-04T20:44:02.151072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:02.151105] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:02.151132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:02.151188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:02.207178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:02.208026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:02.208108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:02.208140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:02.327036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:02.327194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:02.327233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:02.327262] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:02.330639] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-04T20:44:02.330916] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-04T20:44:02.331038] [INFO ] [sig       ] RBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:02.468502] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RBC.txt
[2025-12-04T20:44:02.468682] [INFO ] [sig       ] [2645/3547] Completed RBC in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:02.468724] [INFO ] [sig       ] [2646/3547] Forecasting RBCAA...
[2025-12-04T20:44:02.468753] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-04T20:44:02.468783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-04T20:44:02.481561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-04T20:44:02.482132] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-04T20:44:02.483197] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-04T20:44:02.483251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:02.483285] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:02.483312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:02.483368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:02.543443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:02.544912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:02.545030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:02.545065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:02.660441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:02.660690] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:44:02.660737] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:02.660765] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:02.664515] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-12-04T20:44:02.664830] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-04T20:44:02.664963] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:02.802775] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RBCAA.txt
[2025-12-04T20:44:02.802981] [INFO ] [sig       ] [2646/3547] Completed RBCAA in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:02.803025] [INFO ] [sig       ] [2647/3547] Forecasting RBLX...
[2025-12-04T20:44:02.803056] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-04T20:44:02.803087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-04T20:44:02.816496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-04T20:44:02.817048] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-04T20:44:02.817993] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-04T20:44:02.818048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:02.818081] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:02.818108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:02.818166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:02.885316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:02.886514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:02.886631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:02.886669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:03.010774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:03.011019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:03.011071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:03.011100] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:03.015102] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-12-04T20:44:03.015419] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-04T20:44:03.015559] [INFO ] [sig       ] RBLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:03.164144] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RBLX.txt
[2025-12-04T20:44:03.164364] [INFO ] [sig       ] [2647/3547] Completed RBLX in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:03.164411] [INFO ] [sig       ] [2648/3547] Forecasting RC...
[2025-12-04T20:44:03.164440] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-04T20:44:03.164477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-04T20:44:03.177738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-04T20:44:03.178197] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-04T20:44:03.179190] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-04T20:44:03.179244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:03.179278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:03.179305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:03.179365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:03.239004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:03.240134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:03.240237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:03.240271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:03.365054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:03.365285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:03.365330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:03.365360] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:03.369092] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-12-04T20:44:03.369392] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-04T20:44:03.369527] [INFO ] [sig       ] RC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:03.520890] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RC.txt
[2025-12-04T20:44:03.521146] [INFO ] [sig       ] [2648/3547] Completed RC in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:03.521212] [INFO ] [sig       ] [2649/3547] Forecasting RCEL...
[2025-12-04T20:44:03.521246] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-04T20:44:03.521276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-04T20:44:03.534303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-04T20:44:03.534751] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-04T20:44:03.535645] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-04T20:44:03.535696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:03.535729] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:03.535756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:03.535814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:03.592037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:03.593130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:03.593227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:03.593259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:03.716814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:03.717039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:03.717085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:03.717114] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:03.720961] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=71.68%)
[2025-12-04T20:44:03.721264] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-04T20:44:03.721402] [INFO ] [sig       ] RCEL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:03.861804] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RCEL.txt
[2025-12-04T20:44:03.862016] [INFO ] [sig       ] [2649/3547] Completed RCEL in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:03.862069] [INFO ] [sig       ] [2650/3547] Forecasting RCI...
[2025-12-04T20:44:03.862099] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-04T20:44:03.862129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-04T20:44:03.875595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-04T20:44:03.876057] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-04T20:44:03.877009] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-04T20:44:03.877061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:03.877091] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:03.877116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:03.877178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:03.933227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:03.934314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:03.934406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:03.934436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:04.057493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:04.057739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:04.057789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:04.057821] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:04.061774] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-04T20:44:04.062092] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-04T20:44:04.062253] [INFO ] [sig       ] RCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:04.207567] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RCI.txt
[2025-12-04T20:44:04.207799] [INFO ] [sig       ] [2650/3547] Completed RCI in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:04.207839] [INFO ] [sig       ] [2651/3547] Forecasting RCKY...
[2025-12-04T20:44:04.207867] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-04T20:44:04.207898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-04T20:44:04.223471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-04T20:44:04.223895] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-04T20:44:04.224874] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-04T20:44:04.224932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:04.224967] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:04.224999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:04.225071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:04.284883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:04.285500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:04.285637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:04.285670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:04.408051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:04.408352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:04.408405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:04.408436] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:04.412398] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=33.16%)
[2025-12-04T20:44:04.412735] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-04T20:44:04.412882] [INFO ] [sig       ] RCKY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:04.553349] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RCKY.txt
[2025-12-04T20:44:04.553522] [INFO ] [sig       ] [2651/3547] Completed RCKY in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:04.553564] [INFO ] [sig       ] [2652/3547] Forecasting RCL...
[2025-12-04T20:44:04.553612] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-04T20:44:04.553642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-04T20:44:04.567367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-04T20:44:04.567876] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-04T20:44:04.568851] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-04T20:44:04.568903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:04.568937] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:04.568965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:04.569023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:04.627107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:04.628196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:04.628315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:04.628351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:04.747810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:04.748045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:04.748092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:04.748122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:04.751998] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2025-12-04T20:44:04.752299] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-04T20:44:04.752430] [INFO ] [sig       ] RCL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:04.894052] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RCL.txt
[2025-12-04T20:44:04.894270] [INFO ] [sig       ] [2652/3547] Completed RCL in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:04.894314] [INFO ] [sig       ] [2653/3547] Forecasting RCS...
[2025-12-04T20:44:04.894344] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-04T20:44:04.894376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-04T20:44:04.907456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-04T20:44:04.908015] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-04T20:44:04.908995] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-04T20:44:04.909053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:04.909088] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:04.909114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:04.909172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:04.966056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:04.967179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:04.967285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:04.967320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:05.084595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:05.084819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:05.084866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:05.084895] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:05.088642] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-04T20:44:05.088947] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-04T20:44:05.089079] [INFO ] [sig       ] RCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:05.233228] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RCS.txt
[2025-12-04T20:44:05.233411] [INFO ] [sig       ] [2653/3547] Completed RCS in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:05.233452] [INFO ] [sig       ] [2654/3547] Forecasting RCUS...
[2025-12-04T20:44:05.233480] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-04T20:44:05.233510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-04T20:44:05.246541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-04T20:44:05.247075] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-04T20:44:05.247945] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-04T20:44:05.247997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:05.248028] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:05.248054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:05.248110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:05.304597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:05.305711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:05.305821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:05.305852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:05.429873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:05.430038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:05.430077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:05.430104] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:05.433671] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-12-04T20:44:05.433989] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-04T20:44:05.434123] [INFO ] [sig       ] RCUS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:05.569175] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RCUS.txt
[2025-12-04T20:44:05.569360] [INFO ] [sig       ] [2654/3547] Completed RCUS in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:05.569408] [INFO ] [sig       ] [2655/3547] Forecasting RDCM...
[2025-12-04T20:44:05.569444] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-04T20:44:05.569480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-04T20:44:05.582247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-04T20:44:05.582673] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-04T20:44:05.583493] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-04T20:44:05.583551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:05.583615] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:05.583645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:05.583701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:05.642795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:05.643710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:05.643799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:05.643830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:05.772399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:05.772554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:05.772610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:05.772639] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:05.775986] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=45.39%)
[2025-12-04T20:44:05.776246] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-04T20:44:05.776369] [INFO ] [sig       ] RDCM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:05.913626] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RDCM.txt
[2025-12-04T20:44:05.913764] [INFO ] [sig       ] [2655/3547] Completed RDCM in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:05.913804] [INFO ] [sig       ] [2656/3547] Forecasting RDHL...
[2025-12-04T20:44:05.913835] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-04T20:44:05.913864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-04T20:44:05.931115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-04T20:44:05.931838] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-04T20:44:05.933053] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-04T20:44:05.933129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:05.933182] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:05.933226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:05.933292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:05.993123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:05.994330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:05.994434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:05.994468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:06.127820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:06.128050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:06.128095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:06.128122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:06.132653] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-12-04T20:44:06.133059] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-04T20:44:06.133252] [INFO ] [sig       ] RDHL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:06.269763] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RDHL.txt
[2025-12-04T20:44:06.269907] [INFO ] [sig       ] [2656/3547] Completed RDHL in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:06.269945] [INFO ] [sig       ] [2657/3547] Forecasting RDVY...
[2025-12-04T20:44:06.269973] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-04T20:44:06.270001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-04T20:44:06.282470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-04T20:44:06.282829] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-04T20:44:06.283620] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-04T20:44:06.283670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:06.283700] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:06.283725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:06.283778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:06.338720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:06.339334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:06.339414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:06.339444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:06.459957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:06.460129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:06.460171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:06.460202] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:06.463548] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2025-12-04T20:44:06.463823] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-04T20:44:06.463943] [INFO ] [sig       ] RDVY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:06.602889] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RDVY.txt
[2025-12-04T20:44:06.603027] [INFO ] [sig       ] [2657/3547] Completed RDVY in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:06.603063] [INFO ] [sig       ] [2658/3547] Forecasting RDY...
[2025-12-04T20:44:06.603092] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-04T20:44:06.603120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-04T20:44:06.614810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-04T20:44:06.615102] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-04T20:44:06.615884] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-04T20:44:06.615932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:06.615988] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:06.616014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:06.616066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:06.675226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:06.676467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:06.676606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:06.676641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:06.803016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:06.803270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:06.803329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:06.803367] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:06.807771] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=38.00%)
[2025-12-04T20:44:06.808228] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-04T20:44:06.808430] [INFO ] [sig       ] RDY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:06.950793] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RDY.txt
[2025-12-04T20:44:06.950995] [INFO ] [sig       ] [2658/3547] Completed RDY in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:06.951044] [INFO ] [sig       ] [2659/3547] Forecasting REAL...
[2025-12-04T20:44:06.951075] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-04T20:44:06.951105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-04T20:44:06.964544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-04T20:44:06.964946] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-04T20:44:06.965756] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-04T20:44:06.965806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:06.965835] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:06.965861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:06.965924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:07.023087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:07.024016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:07.024098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:07.024131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:07.149245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:07.149402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:07.149441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:07.149468] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:07.152841] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-04T20:44:07.153104] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-04T20:44:07.153221] [INFO ] [sig       ] REAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:07.291357] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/REAL.txt
[2025-12-04T20:44:07.291492] [INFO ] [sig       ] [2659/3547] Completed REAL in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-04T20:44:07.291528] [INFO ] [sig       ] [2660/3547] Forecasting REAX...
[2025-12-04T20:44:07.291556] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-04T20:44:07.291602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-04T20:44:07.303694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-04T20:44:07.303975] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-04T20:44:07.304764] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-04T20:44:07.304814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:07.304846] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:07.304872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:07.304926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:07.362422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:07.363110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:07.363187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:07.363219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:07.485247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:07.485488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:07.485559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:07.485619] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:07.489878] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-04T20:44:07.490197] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-04T20:44:07.490380] [INFO ] [sig       ] REAX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:07.630605] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/REAX.txt
[2025-12-04T20:44:07.630793] [INFO ] [sig       ] [2660/3547] Completed REAX in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-04T20:44:07.630834] [INFO ] [sig       ] [2661/3547] Forecasting REBN...
[2025-12-04T20:44:07.630862] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-04T20:44:07.630893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-04T20:44:07.646424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-04T20:44:07.647056] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-04T20:44:07.648221] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-04T20:44:07.648305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:07.648339] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:07.648364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:07.648422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:07.707781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:07.708983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:07.709086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:07.709122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:07.829364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:07.829601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:07.829647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:07.829720] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:07.833501] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2025-12-04T20:44:07.833823] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-04T20:44:07.833955] [INFO ] [sig       ] REBN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:07.979640] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/REBN.txt
[2025-12-04T20:44:07.979836] [INFO ] [sig       ] [2661/3547] Completed REBN in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.0m
[2025-12-04T20:44:07.979876] [INFO ] [sig       ] [2662/3547] Forecasting REFI...
[2025-12-04T20:44:07.979906] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-04T20:44:07.979938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-04T20:44:07.993165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-04T20:44:07.993594] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-04T20:44:07.994380] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-04T20:44:07.994431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:07.994461] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:07.994485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:07.994538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:08.049878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:08.050751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:08.050833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:08.050864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:08.169121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:08.169283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:08.169343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:08.169371] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:08.172724] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-04T20:44:08.172993] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-04T20:44:08.173116] [INFO ] [sig       ] REFI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:08.312608] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/REFI.txt
[2025-12-04T20:44:08.312756] [INFO ] [sig       ] [2662/3547] Completed REFI in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:08.312795] [INFO ] [sig       ] [2663/3547] Forecasting REG...
[2025-12-04T20:44:08.312821] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-04T20:44:08.312849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-04T20:44:08.326034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-04T20:44:08.326643] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-04T20:44:08.327536] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-04T20:44:08.327623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:08.327657] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:08.327687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:08.327746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:08.388319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:08.389352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:08.389444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:08.389475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:08.510883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:08.511093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:08.511136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:08.511166] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:08.515077] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2025-12-04T20:44:08.515467] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-04T20:44:08.515648] [INFO ] [sig       ] REG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:08.658448] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/REG.txt
[2025-12-04T20:44:08.658714] [INFO ] [sig       ] [2663/3547] Completed REG in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:08.658766] [INFO ] [sig       ] [2664/3547] Forecasting REGN...
[2025-12-04T20:44:08.658795] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-04T20:44:08.658826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-04T20:44:08.672242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-04T20:44:08.672827] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-04T20:44:08.673773] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-04T20:44:08.673825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:08.673856] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:08.673882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:08.673938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:08.730449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:08.731719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:08.731818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:08.731850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:08.854149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:08.854381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:08.854429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:08.854459] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:08.858309] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-04T20:44:08.858672] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-04T20:44:08.858817] [INFO ] [sig       ] REGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:08.999694] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/REGN.txt
[2025-12-04T20:44:08.999921] [INFO ] [sig       ] [2664/3547] Completed REGN in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:08.999966] [INFO ] [sig       ] [2665/3547] Forecasting RELL...
[2025-12-04T20:44:08.999996] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-04T20:44:09.000028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-04T20:44:09.014110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-04T20:44:09.014709] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-04T20:44:09.015646] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-04T20:44:09.015703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:09.015737] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:09.015764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:09.015823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:09.080045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:09.081168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:09.081300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:09.081337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:09.207718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:09.207987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:09.208059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:09.208092] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:09.212145] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=22.62%)
[2025-12-04T20:44:09.212450] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-04T20:44:09.212613] [INFO ] [sig       ] RELL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:09.355873] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RELL.txt
[2025-12-04T20:44:09.356069] [INFO ] [sig       ] [2665/3547] Completed RELL in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:09.356111] [INFO ] [sig       ] [2666/3547] Forecasting RELX...
[2025-12-04T20:44:09.356141] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-04T20:44:09.356172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-04T20:44:09.370433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-04T20:44:09.371061] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-04T20:44:09.372178] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-04T20:44:09.372232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:09.372286] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:09.372314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:09.372372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:09.435453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:09.436649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:09.436758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:09.436793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:09.567488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:09.567794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:09.567843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:09.567875] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:09.571712] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-04T20:44:09.572016] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-04T20:44:09.572151] [INFO ] [sig       ] RELX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:09.711877] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RELX.txt
[2025-12-04T20:44:09.712091] [INFO ] [sig       ] [2666/3547] Completed RELX in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:09.712132] [INFO ] [sig       ] [2667/3547] Forecasting RELY...
[2025-12-04T20:44:09.712161] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-04T20:44:09.712194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-04T20:44:09.726765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-04T20:44:09.727413] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-04T20:44:09.728507] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-04T20:44:09.728562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:09.728614] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:09.728642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:09.728699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:09.786110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:09.787339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:09.787439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:09.787473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:09.910734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:09.910974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:09.911026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:09.911058] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:09.915291] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-04T20:44:09.915641] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-04T20:44:09.915791] [INFO ] [sig       ] RELY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:10.066046] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RELY.txt
[2025-12-04T20:44:10.066252] [INFO ] [sig       ] [2667/3547] Completed RELY in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:10.066300] [INFO ] [sig       ] [2668/3547] Forecasting REPL...
[2025-12-04T20:44:10.066329] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-04T20:44:10.066360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-04T20:44:10.081149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-04T20:44:10.081614] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-04T20:44:10.082757] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-04T20:44:10.082815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:10.082847] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:10.082874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:10.082931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:10.141018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:10.142217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:10.142377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:10.142422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:10.264844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:10.265077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:10.265123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:10.265151] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:10.269058] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-04T20:44:10.269356] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-04T20:44:10.269485] [INFO ] [sig       ] REPL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:10.410048] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/REPL.txt
[2025-12-04T20:44:10.410248] [INFO ] [sig       ] [2668/3547] Completed REPL in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:10.410293] [INFO ] [sig       ] [2669/3547] Forecasting RERE...
[2025-12-04T20:44:10.410325] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-04T20:44:10.410355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-04T20:44:10.423377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-04T20:44:10.423878] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-04T20:44:10.424839] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-04T20:44:10.424890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:10.424922] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:10.424948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:10.425005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:10.483974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:10.485132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:10.485230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:10.485263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:10.610077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:10.610313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:10.610357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:10.610390] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:10.614420] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-04T20:44:10.614797] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-04T20:44:10.614942] [INFO ] [sig       ] RERE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:10.756873] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RERE.txt
[2025-12-04T20:44:10.757075] [INFO ] [sig       ] [2669/3547] Completed RERE in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:10.757126] [INFO ] [sig       ] [2670/3547] Forecasting RES...
[2025-12-04T20:44:10.757155] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-04T20:44:10.757186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-04T20:44:10.770330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-04T20:44:10.770777] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-04T20:44:10.771711] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-04T20:44:10.771761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:10.771791] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:10.771815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:10.771870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:10.828984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:10.830017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:10.830116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:10.830147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:10.956431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:10.956698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:10.956746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:10.956775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:10.960784] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-04T20:44:10.961107] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-04T20:44:10.961246] [INFO ] [sig       ] RES: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:11.106838] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RES.txt
[2025-12-04T20:44:11.107055] [INFO ] [sig       ] [2670/3547] Completed RES in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:11.107099] [INFO ] [sig       ] [2671/3547] Forecasting REVG...
[2025-12-04T20:44:11.107129] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-04T20:44:11.107170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-04T20:44:11.125273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-04T20:44:11.126000] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-04T20:44:11.127257] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-04T20:44:11.127324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:11.127374] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:11.127416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:11.127507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:11.194451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:11.195671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:11.195773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:11.195812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:11.325841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:11.326094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:11.326138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:11.326167] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:11.330199] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-12-04T20:44:11.330595] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-04T20:44:11.330747] [INFO ] [sig       ] REVG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:11.474884] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/REVG.txt
[2025-12-04T20:44:11.475166] [INFO ] [sig       ] [2671/3547] Completed REVG in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:11.475218] [INFO ] [sig       ] [2672/3547] Forecasting REX...
[2025-12-04T20:44:11.475249] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-04T20:44:11.475303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-04T20:44:11.488818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-04T20:44:11.489338] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-04T20:44:11.490271] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-04T20:44:11.490325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:11.490358] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:11.490384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:11.490440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:11.548211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:11.549235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:11.549332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:11.549364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:11.668333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:11.668562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:11.668628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:11.668661] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:11.672904] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-04T20:44:11.673346] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-04T20:44:11.673507] [INFO ] [sig       ] REX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:11.817337] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/REX.txt
[2025-12-04T20:44:11.817536] [INFO ] [sig       ] [2672/3547] Completed REX in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:11.817594] [INFO ] [sig       ] [2673/3547] Forecasting REYN...
[2025-12-04T20:44:11.817630] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-04T20:44:11.817660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-04T20:44:11.831743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-04T20:44:11.832233] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-04T20:44:11.833147] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-04T20:44:11.833201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:11.833260] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:11.833299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:11.833373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:11.891901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:11.893086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:11.893182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:11.893227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:12.013280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:12.013506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:12.013551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:12.013624] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:12.017629] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-04T20:44:12.018034] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-04T20:44:12.018192] [INFO ] [sig       ] REYN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:12.160685] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/REYN.txt
[2025-12-04T20:44:12.160902] [INFO ] [sig       ] [2673/3547] Completed REYN in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:12.160948] [INFO ] [sig       ] [2674/3547] Forecasting REZI...
[2025-12-04T20:44:12.160981] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-04T20:44:12.161011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-04T20:44:12.175215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-04T20:44:12.175813] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-04T20:44:12.176818] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-04T20:44:12.176871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:12.176908] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:12.176939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:12.176997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:12.238139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:12.239266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:12.239361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:12.239392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:12.359815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:12.360067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:12.360114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:12.360143] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:12.364119] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=70.86%)
[2025-12-04T20:44:12.364438] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-04T20:44:12.364610] [INFO ] [sig       ] REZI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:12.506434] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/REZI.txt
[2025-12-04T20:44:12.506662] [INFO ] [sig       ] [2674/3547] Completed REZI in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:12.506707] [INFO ] [sig       ] [2675/3547] Forecasting RF...
[2025-12-04T20:44:12.506735] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-04T20:44:12.506765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-04T20:44:12.520742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-04T20:44:12.521264] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-04T20:44:12.522197] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-04T20:44:12.522250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:12.522319] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:12.522349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:12.522435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:12.587104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:12.588612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:12.588752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:12.588814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:12.731094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:12.731414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:12.731472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:12.731508] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:12.737240] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-04T20:44:12.737833] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-04T20:44:12.738059] [INFO ] [sig       ] RF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:12.977103] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RF.txt
[2025-12-04T20:44:12.977339] [INFO ] [sig       ] [2675/3547] Completed RF in 0.5s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:12.977383] [INFO ] [sig       ] [2676/3547] Forecasting RFI...
[2025-12-04T20:44:12.977414] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-04T20:44:12.977444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-04T20:44:12.997064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-04T20:44:12.997777] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-04T20:44:12.999167] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-04T20:44:12.999239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:12.999292] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:12.999338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:12.999432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:13.078202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:13.080008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:13.080159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:13.080211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:13.239463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:13.239810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:13.239884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:13.239945] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:13.245484] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-04T20:44:13.246052] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-04T20:44:13.246275] [INFO ] [sig       ] RFI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:13.473712] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RFI.txt
[2025-12-04T20:44:13.473990] [INFO ] [sig       ] [2676/3547] Completed RFI in 0.5s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:13.474049] [INFO ] [sig       ] [2677/3547] Forecasting RFL...
[2025-12-04T20:44:13.474080] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-04T20:44:13.474111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-04T20:44:13.490645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-04T20:44:13.491315] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-04T20:44:13.492316] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-04T20:44:13.492378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:13.492413] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:13.492459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:13.492531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:13.576624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:13.577833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:13.577977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:13.578028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:13.747726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:13.747908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:13.747959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:13.747993] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:13.752211] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=37.02%)
[2025-12-04T20:44:13.752730] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-04T20:44:13.752934] [INFO ] [sig       ] RFL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:13.929620] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RFL.txt
[2025-12-04T20:44:13.929825] [INFO ] [sig       ] [2677/3547] Completed RFL in 0.5s | 2.93 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-04T20:44:13.929876] [INFO ] [sig       ] [2678/3547] Forecasting RFM...
[2025-12-04T20:44:13.929905] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-04T20:44:13.929934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-04T20:44:13.944878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-04T20:44:13.945321] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-04T20:44:13.946152] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-04T20:44:13.946203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:13.946234] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:13.946260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:13.946315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:14.002444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:14.003348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:14.003431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:14.003464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:14.114406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:14.114568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:14.114637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:14.114670] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:14.118104] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2025-12-04T20:44:14.118394] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-04T20:44:14.118514] [INFO ] [sig       ] RFM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:14.255929] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RFM.txt
[2025-12-04T20:44:14.256063] [INFO ] [sig       ] [2678/3547] Completed RFM in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:14.256100] [INFO ] [sig       ] [2679/3547] Forecasting RFMZ...
[2025-12-04T20:44:14.256128] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-04T20:44:14.256156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-04T20:44:14.267009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-04T20:44:14.267278] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-04T20:44:14.268055] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-04T20:44:14.268105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:14.268135] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:14.268160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:14.268215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:14.325868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:14.326622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:14.326721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:14.326760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:14.447080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:14.447238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:14.447278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:14.447307] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:14.450665] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-04T20:44:14.450931] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-04T20:44:14.451050] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:14.598242] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RFMZ.txt
[2025-12-04T20:44:14.598413] [INFO ] [sig       ] [2679/3547] Completed RFMZ in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:14.598451] [INFO ] [sig       ] [2680/3547] Forecasting RGA...
[2025-12-04T20:44:14.598478] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-04T20:44:14.598506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-04T20:44:14.610364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-04T20:44:14.610665] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-04T20:44:14.611413] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-04T20:44:14.611462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:14.611491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:14.611516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:14.611570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:14.667343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:14.668007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:14.668083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:14.668113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:14.786021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:14.786185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:14.786224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:14.786252] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:14.789690] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-04T20:44:14.789963] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-04T20:44:14.790083] [INFO ] [sig       ] RGA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:14.929741] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RGA.txt
[2025-12-04T20:44:14.929894] [INFO ] [sig       ] [2680/3547] Completed RGA in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:14.929930] [INFO ] [sig       ] [2681/3547] Forecasting RGCO...
[2025-12-04T20:44:14.929960] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-04T20:44:14.929989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-04T20:44:14.941715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-04T20:44:14.942065] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-04T20:44:14.942856] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-04T20:44:14.942907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:14.942936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:14.942961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:14.943015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:14.999315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:15.000232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:15.000317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:15.000350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:15.099973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:15.100124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:15.100163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:15.100188] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:15.103523] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-04T20:44:15.103835] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-04T20:44:15.103965] [INFO ] [sig       ] RGCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:15.241178] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RGCO.txt
[2025-12-04T20:44:15.241316] [INFO ] [sig       ] [2681/3547] Completed RGCO in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:15.241355] [INFO ] [sig       ] [2682/3547] Forecasting RGEN...
[2025-12-04T20:44:15.241383] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-04T20:44:15.241411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-04T20:44:15.253422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-04T20:44:15.253733] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-04T20:44:15.254482] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-04T20:44:15.254533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:15.254563] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:15.254613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:15.254669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:15.313013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:15.313943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:15.314642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:15.314683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:15.436750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:15.436980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:15.437026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:15.437055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:15.441197] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-04T20:44:15.441558] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-04T20:44:15.441726] [INFO ] [sig       ] RGEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:15.582005] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RGEN.txt
[2025-12-04T20:44:15.582234] [INFO ] [sig       ] [2682/3547] Completed RGEN in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:15.582281] [INFO ] [sig       ] [2683/3547] Forecasting RGLD...
[2025-12-04T20:44:15.582310] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-04T20:44:15.582341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-04T20:44:15.598755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-04T20:44:15.599334] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-04T20:44:15.600323] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-04T20:44:15.600378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:15.600409] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:15.600434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:15.600490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:15.658019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:15.659085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:15.659185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:15.659217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:15.780384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:15.780632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:15.780679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:15.780706] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:15.784479] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=32.27%)
[2025-12-04T20:44:15.784813] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-04T20:44:15.784956] [INFO ] [sig       ] RGLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:15.925959] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RGLD.txt
[2025-12-04T20:44:15.926166] [INFO ] [sig       ] [2683/3547] Completed RGLD in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:15.926207] [INFO ] [sig       ] [2684/3547] Forecasting RGNX...
[2025-12-04T20:44:15.926235] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-04T20:44:15.926264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-04T20:44:15.939401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-04T20:44:15.939910] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-04T20:44:15.940737] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-04T20:44:15.940787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:15.940816] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:15.940841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:15.940894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:15.999747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:16.001065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:16.001177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:16.001224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:16.125847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:16.126088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:16.126134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:16.126164] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:16.130281] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2025-12-04T20:44:16.130674] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-04T20:44:16.130830] [INFO ] [sig       ] RGNX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:16.269385] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RGNX.txt
[2025-12-04T20:44:16.269586] [INFO ] [sig       ] [2684/3547] Completed RGNX in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:16.269629] [INFO ] [sig       ] [2685/3547] Forecasting RGP...
[2025-12-04T20:44:16.269658] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-04T20:44:16.269687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-04T20:44:16.282489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-04T20:44:16.283019] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-04T20:44:16.283904] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-04T20:44:16.283955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:16.283986] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:16.284013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:16.284070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:16.341833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:16.342966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:16.343104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:16.343137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:16.465639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:16.465801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:16.465841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:16.465869] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:16.469356] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2025-12-04T20:44:16.469653] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-04T20:44:16.469781] [INFO ] [sig       ] RGP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:16.607722] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RGP.txt
[2025-12-04T20:44:16.607878] [INFO ] [sig       ] [2685/3547] Completed RGP in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:16.607918] [INFO ] [sig       ] [2686/3547] Forecasting RGS...
[2025-12-04T20:44:16.607945] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-04T20:44:16.607974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-04T20:44:16.618620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-04T20:44:16.618947] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-04T20:44:16.619748] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-04T20:44:16.619982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:16.620012] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:16.620038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:16.620092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:16.676460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:16.677299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:16.677381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:16.677413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:16.792427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:16.792720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:16.792771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:16.792802] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:16.797272] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-04T20:44:16.797774] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-04T20:44:16.797953] [INFO ] [sig       ] RGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:16.952711] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RGS.txt
[2025-12-04T20:44:16.952924] [INFO ] [sig       ] [2686/3547] Completed RGS in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:16.952966] [INFO ] [sig       ] [2687/3547] Forecasting RGTI...
[2025-12-04T20:44:16.952995] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-04T20:44:16.953027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-04T20:44:16.967508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-04T20:44:16.968014] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-04T20:44:16.968967] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-04T20:44:16.969020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:16.969052] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:16.969078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:16.969137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:17.026872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:17.027954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:17.028064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:17.028095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:17.152829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:17.153057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:17.153103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:17.153132] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:17.156923] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-12-04T20:44:17.157248] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-04T20:44:17.157399] [INFO ] [sig       ] RGTI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:17.297747] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RGTI.txt
[2025-12-04T20:44:17.297935] [INFO ] [sig       ] [2687/3547] Completed RGTI in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:17.297975] [INFO ] [sig       ] [2688/3547] Forecasting RH...
[2025-12-04T20:44:17.298004] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-04T20:44:17.298035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-04T20:44:17.312144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-04T20:44:17.312683] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-04T20:44:17.313519] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-04T20:44:17.313595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:17.313636] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:17.313663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:17.313720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:17.369731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:17.370662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:17.370758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:17.370788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:17.493101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:17.493254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:17.493295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:17.493322] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:17.496836] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-04T20:44:17.497106] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-04T20:44:17.497230] [INFO ] [sig       ] RH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:17.636297] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RH.txt
[2025-12-04T20:44:17.636511] [INFO ] [sig       ] [2688/3547] Completed RH in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:17.636593] [INFO ] [sig       ] [2689/3547] Forecasting RHI...
[2025-12-04T20:44:17.636651] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-04T20:44:17.636700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-04T20:44:17.647988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-04T20:44:17.648326] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-04T20:44:17.649168] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-04T20:44:17.649221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:17.649253] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:17.649278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:17.649334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:17.704894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:17.705605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:17.705683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:17.705714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:17.832874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:17.833103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:17.833148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:17.833177] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:17.837018] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-12-04T20:44:17.837318] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-04T20:44:17.837456] [INFO ] [sig       ] RHI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:17.983155] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RHI.txt
[2025-12-04T20:44:17.983320] [INFO ] [sig       ] [2689/3547] Completed RHI in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:17.983361] [INFO ] [sig       ] [2690/3547] Forecasting RHP...
[2025-12-04T20:44:17.983389] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-04T20:44:17.983418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-04T20:44:17.999415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-04T20:44:17.999947] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-04T20:44:18.001099] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-04T20:44:18.001163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:18.001220] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:18.001259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:18.001341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:18.068636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:18.069505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:18.069609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:18.069643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:18.192217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:18.192367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:18.192407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:18.192433] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:18.195731] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-04T20:44:18.195993] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-04T20:44:18.196111] [INFO ] [sig       ] RHP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:18.344315] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RHP.txt
[2025-12-04T20:44:18.344459] [INFO ] [sig       ] [2690/3547] Completed RHP in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:18.344495] [INFO ] [sig       ] [2691/3547] Forecasting RICK...
[2025-12-04T20:44:18.344522] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-04T20:44:18.344550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-04T20:44:18.355460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-04T20:44:18.355791] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-04T20:44:18.356552] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-04T20:44:18.356621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:18.356653] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:18.356679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:18.356736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:18.414558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:18.415858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:18.416114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:18.416317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:18.536250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:18.536407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:18.536446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:18.536474] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:18.539981] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-04T20:44:18.540257] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-04T20:44:18.540383] [INFO ] [sig       ] RICK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:18.677749] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RICK.txt
[2025-12-04T20:44:18.677887] [INFO ] [sig       ] [2691/3547] Completed RICK in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:18.677924] [INFO ] [sig       ] [2692/3547] Forecasting RIG...
[2025-12-04T20:44:18.677951] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-04T20:44:18.677978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-04T20:44:18.691584] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-04T20:44:18.691964] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-04T20:44:18.692808] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-04T20:44:18.692859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:18.692928] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:18.692957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:18.693028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:18.751381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:18.752087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:18.752169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:18.752201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:18.873484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:18.873655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:18.873704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:18.873736] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:18.877106] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-04T20:44:18.877370] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-04T20:44:18.877496] [INFO ] [sig       ] RIG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:19.013245] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RIG.txt
[2025-12-04T20:44:19.013387] [INFO ] [sig       ] [2692/3547] Completed RIG in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:19.013426] [INFO ] [sig       ] [2693/3547] Forecasting RIGL...
[2025-12-04T20:44:19.013454] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-04T20:44:19.013482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-04T20:44:19.024682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-04T20:44:19.024980] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-04T20:44:19.025760] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-04T20:44:19.025809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:19.025839] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:19.025864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:19.025922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:19.080600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:19.081208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:19.081283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:19.081314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:19.206236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:19.206481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:19.206531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:19.206559] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:19.210669] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=71.52%)
[2025-12-04T20:44:19.211039] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-04T20:44:19.211203] [INFO ] [sig       ] RIGL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:19.356098] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RIGL.txt
[2025-12-04T20:44:19.356329] [INFO ] [sig       ] [2693/3547] Completed RIGL in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:19.356383] [INFO ] [sig       ] [2694/3547] Forecasting RILY...
[2025-12-04T20:44:19.356412] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-04T20:44:19.356442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-04T20:44:19.370126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-04T20:44:19.370647] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-04T20:44:19.371528] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-04T20:44:19.371608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:19.371643] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:19.371669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:19.371725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:19.427607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:19.428771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:19.428903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:19.428937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:19.550997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:19.551225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:19.551268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:19.551295] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:19.555318] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-04T20:44:19.555698] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-04T20:44:19.555848] [INFO ] [sig       ] RILY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:19.701262] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RILY.txt
[2025-12-04T20:44:19.701456] [INFO ] [sig       ] [2694/3547] Completed RILY in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:19.701499] [INFO ] [sig       ] [2695/3547] Forecasting RILYN...
[2025-12-04T20:44:19.701529] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-04T20:44:19.701559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-04T20:44:19.716210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-04T20:44:19.716791] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-04T20:44:19.717636] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-04T20:44:19.717694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:19.717726] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:19.717751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:19.717807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:19.778416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:19.779461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:19.779554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:19.779607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:19.903187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:19.903357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:19.903399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:19.903480] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:19.907044] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=69.16%)
[2025-12-04T20:44:19.907317] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-04T20:44:19.907453] [INFO ] [sig       ] RILYN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:20.042416] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RILYN.txt
[2025-12-04T20:44:20.042586] [INFO ] [sig       ] [2695/3547] Completed RILYN in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-04T20:44:20.042629] [INFO ] [sig       ] [2696/3547] Forecasting RILYZ...
[2025-12-04T20:44:20.042658] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-04T20:44:20.042692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-04T20:44:20.057122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-04T20:44:20.057695] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-04T20:44:20.058683] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-04T20:44:20.058770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:20.058809] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:20.058835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:20.058892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:20.117251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:20.118511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:20.118657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:20.118693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:20.245236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:20.245471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:20.245514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:20.245543] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:20.249637] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-12-04T20:44:20.250009] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-04T20:44:20.250168] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:20.394324] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RILYZ.txt
[2025-12-04T20:44:20.394516] [INFO ] [sig       ] [2696/3547] Completed RILYZ in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:20.394559] [INFO ] [sig       ] [2697/3547] Forecasting RIME...
[2025-12-04T20:44:20.394610] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-04T20:44:20.394642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-04T20:44:20.408138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-04T20:44:20.408630] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-04T20:44:20.409477] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-04T20:44:20.409528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:20.409560] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:20.409611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:20.409689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:20.468112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:20.469120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:20.469221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:20.469255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:20.596508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:20.596710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:20.596795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:20.596838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:20.600639] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-12-04T20:44:20.600910] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-04T20:44:20.601037] [INFO ] [sig       ] RIME: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:20.745127] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RIME.txt
[2025-12-04T20:44:20.745265] [INFO ] [sig       ] [2697/3547] Completed RIME in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:20.745303] [INFO ] [sig       ] [2698/3547] Forecasting RING...
[2025-12-04T20:44:20.745332] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-04T20:44:20.745362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-04T20:44:20.759072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-04T20:44:20.759760] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-04T20:44:20.760832] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-04T20:44:20.760889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:20.760924] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:20.760951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:20.761009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:20.820424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:20.821627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:20.821732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:20.821765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:20.949311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:20.949563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:20.949627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:20.949671] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:20.953504] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2025-12-04T20:44:20.953815] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-04T20:44:20.953948] [INFO ] [sig       ] RING: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:21.103873] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RING.txt
[2025-12-04T20:44:21.104050] [INFO ] [sig       ] [2698/3547] Completed RING in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:21.104087] [INFO ] [sig       ] [2699/3547] Forecasting RIO...
[2025-12-04T20:44:21.104116] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-04T20:44:21.104145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-04T20:44:21.117414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-04T20:44:21.117975] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-04T20:44:21.118888] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-04T20:44:21.118939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:21.118971] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:21.118997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:21.119054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:21.176554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:21.177595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:21.177718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:21.177750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:21.307327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:21.307590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:21.307640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:21.307668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:21.311683] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=20.63%)
[2025-12-04T20:44:21.312041] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-04T20:44:21.312207] [INFO ] [sig       ] RIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:21.455380] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RIO.txt
[2025-12-04T20:44:21.455606] [INFO ] [sig       ] [2699/3547] Completed RIO in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:21.455653] [INFO ] [sig       ] [2700/3547] Forecasting RITM...
[2025-12-04T20:44:21.455683] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-04T20:44:21.455713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-04T20:44:21.469500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-04T20:44:21.470107] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-04T20:44:21.471075] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-04T20:44:21.471130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:21.471166] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:21.471192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:21.471249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:21.532355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:21.533765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:21.533882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:21.533922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:21.656061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:21.656298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:21.656342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:21.656377] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:21.660319] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=37.70%)
[2025-12-04T20:44:21.660636] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-04T20:44:21.660786] [INFO ] [sig       ] RITM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:21.813077] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RITM.txt
[2025-12-04T20:44:21.813337] [INFO ] [sig       ] [2700/3547] Completed RITM in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:21.813407] [INFO ] [sig       ] [2701/3547] Forecasting RIVN...
[2025-12-04T20:44:21.813452] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-04T20:44:21.813496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-04T20:44:21.828336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-04T20:44:21.828968] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-04T20:44:21.829910] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-04T20:44:21.829963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:21.830016] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:21.830042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:21.830098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:21.890430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:21.891689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:21.891793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:21.891826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:22.026952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:22.027177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:22.027223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:22.027253] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:22.031049] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-12-04T20:44:22.031344] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-04T20:44:22.031473] [INFO ] [sig       ] RIVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:22.174491] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RIVN.txt
[2025-12-04T20:44:22.174711] [INFO ] [sig       ] [2701/3547] Completed RIVN in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:22.174755] [INFO ] [sig       ] [2702/3547] Forecasting RKLB...
[2025-12-04T20:44:22.174786] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-04T20:44:22.174816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-04T20:44:22.189891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-04T20:44:22.190385] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-04T20:44:22.191249] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-04T20:44:22.191300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:22.191331] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:22.191356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:22.191409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:22.248980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:22.249906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:22.250026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:22.250059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:22.371356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:22.371522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:22.371563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:22.371610] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:22.374998] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-04T20:44:22.375275] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-04T20:44:22.375398] [INFO ] [sig       ] RKLB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:22.514557] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RKLB.txt
[2025-12-04T20:44:22.514742] [INFO ] [sig       ] [2702/3547] Completed RKLB in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:22.514788] [INFO ] [sig       ] [2703/3547] Forecasting RL...
[2025-12-04T20:44:22.514823] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-04T20:44:22.514857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-04T20:44:22.528529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-04T20:44:22.529170] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-04T20:44:22.530115] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-04T20:44:22.530169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:22.530205] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:22.530236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:22.530295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:22.587179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:22.588277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:22.588372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:22.588406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:22.713183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:22.713444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:22.713496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:22.713527] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:22.717511] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-04T20:44:22.717848] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-04T20:44:22.717986] [INFO ] [sig       ] RL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:22.858767] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RL.txt
[2025-12-04T20:44:22.858969] [INFO ] [sig       ] [2703/3547] Completed RL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:22.859012] [INFO ] [sig       ] [2704/3547] Forecasting RLAY...
[2025-12-04T20:44:22.859040] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-04T20:44:22.859069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-04T20:44:22.872346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-04T20:44:22.872731] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-04T20:44:22.873516] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-04T20:44:22.873565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:22.873615] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:22.873639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:22.873696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:22.928924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:22.929506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:22.929604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:22.929637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:23.052805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:23.052958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:23.052998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:23.053024] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:23.056367] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-12-04T20:44:23.056650] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-04T20:44:23.056775] [INFO ] [sig       ] RLAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:23.192353] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RLAY.txt
[2025-12-04T20:44:23.192511] [INFO ] [sig       ] [2704/3547] Completed RLAY in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:23.192549] [INFO ] [sig       ] [2705/3547] Forecasting RLI...
[2025-12-04T20:44:23.192606] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-04T20:44:23.192638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-04T20:44:23.205013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-04T20:44:23.205648] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-04T20:44:23.206522] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-04T20:44:23.206592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:23.206630] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:23.206655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:23.206713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:23.268205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:23.269139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:23.269233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:23.269266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:23.388244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:23.388500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:23.388545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:23.388594] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:23.392383] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-12-04T20:44:23.392731] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-04T20:44:23.392876] [INFO ] [sig       ] RLI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:23.536650] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RLI.txt
[2025-12-04T20:44:23.536914] [INFO ] [sig       ] [2705/3547] Completed RLI in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:23.536957] [INFO ] [sig       ] [2706/3547] Forecasting RLJ...
[2025-12-04T20:44:23.536987] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-04T20:44:23.537015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-04T20:44:23.549730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-04T20:44:23.550210] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-04T20:44:23.551129] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-04T20:44:23.551182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:23.551215] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:23.551241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:23.551299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:23.607642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:23.608850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:23.608953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:23.608987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:23.736376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:23.736642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:23.736690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:23.736719] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:23.740758] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-04T20:44:23.741077] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-04T20:44:23.741215] [INFO ] [sig       ] RLJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:23.887015] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RLJ.txt
[2025-12-04T20:44:23.887252] [INFO ] [sig       ] [2706/3547] Completed RLJ in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:23.887298] [INFO ] [sig       ] [2707/3547] Forecasting RLMD...
[2025-12-04T20:44:23.887331] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-04T20:44:23.887364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-04T20:44:23.900751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-04T20:44:23.901268] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-04T20:44:23.902207] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-04T20:44:23.902260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:23.902294] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:23.902322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:23.902378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:23.961596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:23.962793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:23.962890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:23.962923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:24.087722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:24.087964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:24.088013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:24.088041] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:24.092029] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=83.74%)
[2025-12-04T20:44:24.092373] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-04T20:44:24.092536] [INFO ] [sig       ] RLMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:24.249587] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RLMD.txt
[2025-12-04T20:44:24.249794] [INFO ] [sig       ] [2707/3547] Completed RLMD in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:24.249834] [INFO ] [sig       ] [2708/3547] Forecasting RLTY...
[2025-12-04T20:44:24.249864] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-04T20:44:24.249893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-04T20:44:24.263667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-04T20:44:24.264256] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-04T20:44:24.265184] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-04T20:44:24.265238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:24.265270] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:24.265328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:24.265385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:24.322297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:24.323435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:24.323534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:24.323565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:24.441078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:24.441313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:24.441358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:24.441418] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:24.445214] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-04T20:44:24.445522] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-04T20:44:24.445682] [INFO ] [sig       ] RLTY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:24.586742] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RLTY.txt
[2025-12-04T20:44:24.586945] [INFO ] [sig       ] [2708/3547] Completed RLTY in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:24.586987] [INFO ] [sig       ] [2709/3547] Forecasting RLX...
[2025-12-04T20:44:24.587015] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-04T20:44:24.587045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-04T20:44:24.601921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-04T20:44:24.602364] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-04T20:44:24.603256] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-04T20:44:24.603305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:24.603371] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:24.603398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:24.603460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:24.659891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:24.661035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:24.661152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:24.661186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:24.779827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:24.780065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:24.780109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:24.780137] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:24.783958] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=57.15%)
[2025-12-04T20:44:24.784258] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-04T20:44:24.784388] [INFO ] [sig       ] RLX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:24.923941] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RLX.txt
[2025-12-04T20:44:24.924137] [INFO ] [sig       ] [2709/3547] Completed RLX in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:24.924177] [INFO ] [sig       ] [2710/3547] Forecasting RM...
[2025-12-04T20:44:24.924205] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-04T20:44:24.924234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-04T20:44:24.938662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-04T20:44:24.939282] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-04T20:44:24.940322] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-04T20:44:24.940375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:24.940409] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:24.940442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:24.940509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:24.997984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:24.999191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:24.999297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:24.999356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:25.121647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:25.121890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:25.121936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:25.121964] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:25.125687] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-04T20:44:25.125980] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-04T20:44:25.126108] [INFO ] [sig       ] RM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:25.270693] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RM.txt
[2025-12-04T20:44:25.270912] [INFO ] [sig       ] [2710/3547] Completed RM in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:25.270955] [INFO ] [sig       ] [2711/3547] Forecasting RMAX...
[2025-12-04T20:44:25.270984] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-04T20:44:25.271014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-04T20:44:25.286272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-04T20:44:25.286802] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-04T20:44:25.287782] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-04T20:44:25.287836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:25.287870] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:25.287896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:25.287954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:25.346002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:25.347143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:25.347243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:25.347276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:25.470474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:25.470733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:25.470783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:25.470825] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:25.474982] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-12-04T20:44:25.475343] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-04T20:44:25.475496] [INFO ] [sig       ] RMAX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:25.633799] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RMAX.txt
[2025-12-04T20:44:25.634081] [INFO ] [sig       ] [2711/3547] Completed RMAX in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:25.634127] [INFO ] [sig       ] [2712/3547] Forecasting RMBI...
[2025-12-04T20:44:25.634158] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-04T20:44:25.634193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-04T20:44:25.649088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-04T20:44:25.649707] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-04T20:44:25.650829] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-04T20:44:25.650885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:25.650916] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:25.650942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:25.651019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:25.710008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:25.711252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:25.711383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:25.711419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:25.825417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:25.825704] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:44:25.825751] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:25.825827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:25.829760] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2025-12-04T20:44:25.830066] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-04T20:44:25.830203] [INFO ] [sig       ] RMBI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:25.976418] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RMBI.txt
[2025-12-04T20:44:25.976665] [INFO ] [sig       ] [2712/3547] Completed RMBI in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-04T20:44:25.976709] [INFO ] [sig       ] [2713/3547] Forecasting RMBS...
[2025-12-04T20:44:25.976739] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-04T20:44:25.976769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-04T20:44:25.991753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-04T20:44:25.992430] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-04T20:44:25.993503] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-04T20:44:25.993557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:25.993608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:25.993634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:25.993690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:26.051183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:26.052253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:26.052346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:26.052380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:26.170138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:26.170357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:26.170401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:26.170429] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:26.174398] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-04T20:44:26.174770] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-04T20:44:26.174918] [INFO ] [sig       ] RMBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:26.316789] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RMBS.txt
[2025-12-04T20:44:26.317021] [INFO ] [sig       ] [2713/3547] Completed RMBS in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-04T20:44:26.317067] [INFO ] [sig       ] [2714/3547] Forecasting RMD...
[2025-12-04T20:44:26.317098] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-04T20:44:26.317130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-04T20:44:26.331848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-04T20:44:26.332428] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-04T20:44:26.333314] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-04T20:44:26.333386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:26.333418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:26.333445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:26.333503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:26.391838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:26.392955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:26.393051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:26.393085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:26.520401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:26.520681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:26.520730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:26.520769] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:26.524603] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-04T20:44:26.524905] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-04T20:44:26.525039] [INFO ] [sig       ] RMD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:26.669629] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RMD.txt
[2025-12-04T20:44:26.669987] [INFO ] [sig       ] [2714/3547] Completed RMD in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:26.670030] [INFO ] [sig       ] [2715/3547] Forecasting RMI...
[2025-12-04T20:44:26.670062] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-04T20:44:26.670096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-04T20:44:26.683778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-04T20:44:26.684414] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-04T20:44:26.685682] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-04T20:44:26.685741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:26.685775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:26.685802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:26.685862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:26.747937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:26.749084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:26.749182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:26.749213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:26.859940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:26.860168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:26.860213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:26.860240] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:26.864036] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-04T20:44:26.864339] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-04T20:44:26.864472] [INFO ] [sig       ] RMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:27.015760] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RMI.txt
[2025-12-04T20:44:27.015975] [INFO ] [sig       ] [2715/3547] Completed RMI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:27.016016] [INFO ] [sig       ] [2716/3547] Forecasting RMM...
[2025-12-04T20:44:27.016043] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-04T20:44:27.016073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-04T20:44:27.029200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-04T20:44:27.029758] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-04T20:44:27.030662] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-04T20:44:27.030712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:27.030743] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:27.030768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:27.030823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:27.091856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:27.093043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:27.093142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:27.093175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:27.225530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:27.225791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:27.225837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:27.225865] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:27.230128] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=79.00%)
[2025-12-04T20:44:27.230472] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-04T20:44:27.230660] [INFO ] [sig       ] RMM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:27.382463] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RMM.txt
[2025-12-04T20:44:27.382718] [INFO ] [sig       ] [2716/3547] Completed RMM in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:27.382774] [INFO ] [sig       ] [2717/3547] Forecasting RMMZ...
[2025-12-04T20:44:27.382805] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-04T20:44:27.382834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-04T20:44:27.397369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-04T20:44:27.397940] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-04T20:44:27.398902] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-04T20:44:27.398955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:27.398986] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:27.399011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:27.399068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:27.456284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:27.457388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:27.457508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:27.457542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:27.572085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:27.572309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:27.572352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:27.572380] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:27.576192] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=57.31%)
[2025-12-04T20:44:27.576552] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-04T20:44:27.576717] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:27.719520] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RMMZ.txt
[2025-12-04T20:44:27.719834] [INFO ] [sig       ] [2717/3547] Completed RMMZ in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:27.719886] [INFO ] [sig       ] [2718/3547] Forecasting RMNI...
[2025-12-04T20:44:27.719915] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-04T20:44:27.719946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-04T20:44:27.734013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-04T20:44:27.734666] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-04T20:44:27.735718] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-04T20:44:27.735770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:27.735801] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:27.735825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:27.735882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:27.794166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:27.795266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:27.795374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:27.795420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:27.919170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:27.919398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:27.919441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:27.919468] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:27.923160] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=73.95%)
[2025-12-04T20:44:27.923452] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-04T20:44:27.923595] [INFO ] [sig       ] RMNI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:28.068277] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RMNI.txt
[2025-12-04T20:44:28.068494] [INFO ] [sig       ] [2718/3547] Completed RMNI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:28.068535] [INFO ] [sig       ] [2719/3547] Forecasting RNA...
[2025-12-04T20:44:28.068562] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-04T20:44:28.068613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-04T20:44:28.082208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-04T20:44:28.082757] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-04T20:44:28.083677] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-04T20:44:28.083728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:28.083762] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:28.083790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:28.083848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:28.143251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:28.144559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:28.144729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:28.144769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:28.269140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:28.269379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:28.269425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:28.269461] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:28.273376] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-04T20:44:28.273776] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-04T20:44:28.273925] [INFO ] [sig       ] RNA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:28.418940] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RNA.txt
[2025-12-04T20:44:28.419153] [INFO ] [sig       ] [2719/3547] Completed RNA in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:28.419195] [INFO ] [sig       ] [2720/3547] Forecasting RNAC...
[2025-12-04T20:44:28.419225] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-04T20:44:28.419255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-04T20:44:28.433825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-04T20:44:28.434431] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-04T20:44:28.435397] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-04T20:44:28.435452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:28.435484] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:28.435509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:28.435589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:28.492644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:28.493735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:28.493843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:28.493883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:28.612803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:28.613023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:28.613067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:28.613095] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:28.616913] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-04T20:44:28.617204] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-04T20:44:28.617330] [INFO ] [sig       ] RNAC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:28.758398] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RNAC.txt
[2025-12-04T20:44:28.758606] [INFO ] [sig       ] [2720/3547] Completed RNAC in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:28.758649] [INFO ] [sig       ] [2721/3547] Forecasting RNG...
[2025-12-04T20:44:28.758678] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-04T20:44:28.758709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-04T20:44:28.771706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-04T20:44:28.772141] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-04T20:44:28.773033] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-04T20:44:28.773084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:28.773114] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:28.773139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:28.773195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:28.828773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:28.829870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:28.829964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:28.829995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:28.950299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:28.950532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:28.950620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:28.950650] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:28.954344] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=77.55%)
[2025-12-04T20:44:28.954653] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-04T20:44:28.954784] [INFO ] [sig       ] RNG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:29.092485] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RNG.txt
[2025-12-04T20:44:29.092709] [INFO ] [sig       ] [2721/3547] Completed RNG in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:29.092751] [INFO ] [sig       ] [2722/3547] Forecasting RNP...
[2025-12-04T20:44:29.092781] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-04T20:44:29.092811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-04T20:44:29.105843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-04T20:44:29.106281] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-04T20:44:29.107154] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-04T20:44:29.107203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:29.107234] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:29.107259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:29.107315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:29.163798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:29.164675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:29.164769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:29.164801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:29.285031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:29.285291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:29.285337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:29.285364] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:29.289270] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2025-12-04T20:44:29.289560] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-04T20:44:29.289702] [INFO ] [sig       ] RNP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:29.429464] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RNP.txt
[2025-12-04T20:44:29.429725] [INFO ] [sig       ] [2722/3547] Completed RNP in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:29.429769] [INFO ] [sig       ] [2723/3547] Forecasting ROAD...
[2025-12-04T20:44:29.429798] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-04T20:44:29.429828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-04T20:44:29.443318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-04T20:44:29.443800] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-04T20:44:29.444663] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-04T20:44:29.444715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:29.444751] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:29.444778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:29.444834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:29.501735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:29.502896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:29.502998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:29.503035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:29.632058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:29.632294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:29.632339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:29.632367] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:29.636785] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-04T20:44:29.637202] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-04T20:44:29.637360] [INFO ] [sig       ] ROAD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:29.777566] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ROAD.txt
[2025-12-04T20:44:29.777773] [INFO ] [sig       ] [2723/3547] Completed ROAD in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:29.777814] [INFO ] [sig       ] [2724/3547] Forecasting ROCK...
[2025-12-04T20:44:29.777841] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-04T20:44:29.777869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-04T20:44:29.791333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-04T20:44:29.791785] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-04T20:44:29.792697] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-04T20:44:29.792750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:29.792784] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:29.792809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:29.792866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:29.852211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:29.853414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:29.853515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:29.853545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:29.972229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:29.972458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:29.972500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:29.972528] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:29.976253] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-04T20:44:29.976550] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-04T20:44:29.976702] [INFO ] [sig       ] ROCK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:30.121804] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ROCK.txt
[2025-12-04T20:44:30.122024] [INFO ] [sig       ] [2724/3547] Completed ROCK in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:30.122065] [INFO ] [sig       ] [2725/3547] Forecasting ROE...
[2025-12-04T20:44:30.122093] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-04T20:44:30.122123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-04T20:44:30.135350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-04T20:44:30.135786] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-04T20:44:30.136754] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-04T20:44:30.136807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:30.136859] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:30.136887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:30.136945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:30.195097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:30.196230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:30.196325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:30.196356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:30.316497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:30.316765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:30.316819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:30.316849] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:30.320997] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2025-12-04T20:44:30.321312] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-04T20:44:30.321457] [INFO ] [sig       ] ROE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:30.470825] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ROE.txt
[2025-12-04T20:44:30.471037] [INFO ] [sig       ] [2725/3547] Completed ROE in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:30.471079] [INFO ] [sig       ] [2726/3547] Forecasting ROP...
[2025-12-04T20:44:30.471108] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-04T20:44:30.471136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-04T20:44:30.486510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-04T20:44:30.487105] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-04T20:44:30.488028] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-04T20:44:30.488081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:30.488151] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:30.488178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:30.488237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:30.547466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:30.548685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:30.548784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:30.548819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:30.673681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:30.673932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:30.673982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:30.674012] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:30.678164] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-04T20:44:30.678559] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-04T20:44:30.678763] [INFO ] [sig       ] ROP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:30.829730] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ROP.txt
[2025-12-04T20:44:30.829939] [INFO ] [sig       ] [2726/3547] Completed ROP in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:30.830033] [INFO ] [sig       ] [2727/3547] Forecasting RPAY...
[2025-12-04T20:44:30.830064] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-04T20:44:30.830100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-04T20:44:30.844729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-04T20:44:30.845389] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-04T20:44:30.846347] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-04T20:44:30.846405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:30.846436] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:30.846462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:30.846519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:30.906105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:30.907234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:30.907330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:30.907364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:31.029127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:31.029370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:31.029419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:31.029462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:31.033867] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-04T20:44:31.034242] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-04T20:44:31.034413] [INFO ] [sig       ] RPAY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:31.177902] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RPAY.txt
[2025-12-04T20:44:31.178041] [INFO ] [sig       ] [2727/3547] Completed RPAY in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:31.178079] [INFO ] [sig       ] [2728/3547] Forecasting RPD...
[2025-12-04T20:44:31.178108] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-04T20:44:31.178135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-04T20:44:31.190251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-04T20:44:31.190507] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-04T20:44:31.191303] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-04T20:44:31.191352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:31.191381] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:31.191406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:31.191459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:31.246131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:31.247029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:31.247111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:31.247142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:31.363751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:31.363859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:31.363904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:31.363941] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:31.367962] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-04T20:44:31.368302] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-04T20:44:31.368473] [INFO ] [sig       ] RPD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:31.507481] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RPD.txt
[2025-12-04T20:44:31.507654] [INFO ] [sig       ] [2728/3547] Completed RPD in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:31.507694] [INFO ] [sig       ] [2729/3547] Forecasting RPID...
[2025-12-04T20:44:31.507729] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-04T20:44:31.507759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-04T20:44:31.518601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-04T20:44:31.518939] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-04T20:44:31.519728] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-04T20:44:31.519778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:31.519808] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:31.519833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:31.519886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:31.575026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:31.575864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:31.575944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:31.575975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:31.692020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:31.692177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:31.692218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:31.692283] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:31.695633] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-04T20:44:31.695902] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-04T20:44:31.696024] [INFO ] [sig       ] RPID: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:31.833528] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RPID.txt
[2025-12-04T20:44:31.833701] [INFO ] [sig       ] [2729/3547] Completed RPID in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:31.833740] [INFO ] [sig       ] [2730/3547] Forecasting RPRX...
[2025-12-04T20:44:31.833768] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-04T20:44:31.833795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-04T20:44:31.845055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-04T20:44:31.845405] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-04T20:44:31.846186] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-04T20:44:31.846236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:31.846265] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:31.846290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:31.846344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:31.901632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:31.902736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:31.902818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:31.902848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:32.026153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:32.026339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:32.026379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:32.026405] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:32.029828] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=41.73%)
[2025-12-04T20:44:32.030104] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-04T20:44:32.030268] [INFO ] [sig       ] RPRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:32.174089] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RPRX.txt
[2025-12-04T20:44:32.174249] [INFO ] [sig       ] [2730/3547] Completed RPRX in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-04T20:44:32.174288] [INFO ] [sig       ] [2731/3547] Forecasting RPTX...
[2025-12-04T20:44:32.174315] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-04T20:44:32.174344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-04T20:44:32.185874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-04T20:44:32.186206] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-04T20:44:32.186988] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-04T20:44:32.187039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:32.187069] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:32.187094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:32.187147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:32.242646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:32.243476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:32.243555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:32.243609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:32.360214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:32.360375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:32.360414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:32.360443] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:32.363835] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2025-12-04T20:44:32.364109] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-04T20:44:32.364234] [INFO ] [sig       ] RPTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:32.502185] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RPTX.txt
[2025-12-04T20:44:32.502338] [INFO ] [sig       ] [2731/3547] Completed RPTX in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:32.502375] [INFO ] [sig       ] [2732/3547] Forecasting RQI...
[2025-12-04T20:44:32.502404] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-04T20:44:32.502433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-04T20:44:32.514429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-04T20:44:32.514835] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-04T20:44:32.515624] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-04T20:44:32.515672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:32.515703] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:32.515728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:32.515783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:32.571444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:32.572294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:32.572374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:32.572405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:32.690673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:32.690823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:32.690862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:32.690907] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:32.694171] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=76.37%)
[2025-12-04T20:44:32.694437] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-04T20:44:32.694557] [INFO ] [sig       ] RQI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:32.831272] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RQI.txt
[2025-12-04T20:44:32.831407] [INFO ] [sig       ] [2732/3547] Completed RQI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:32.831445] [INFO ] [sig       ] [2733/3547] Forecasting RRBI...
[2025-12-04T20:44:32.831473] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-04T20:44:32.831501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-04T20:44:32.844675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-04T20:44:32.845169] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-04T20:44:32.846110] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-04T20:44:32.846163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:32.846196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:32.846222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:32.846278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:32.902922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:32.904012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:32.904108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:32.904141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:33.013829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:33.014093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:33.014138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:33.014175] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:33.017830] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=32.68%)
[2025-12-04T20:44:33.018123] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-04T20:44:33.018275] [INFO ] [sig       ] RRBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:33.156588] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RRBI.txt
[2025-12-04T20:44:33.156792] [INFO ] [sig       ] [2733/3547] Completed RRBI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:33.156834] [INFO ] [sig       ] [2734/3547] Forecasting RRC...
[2025-12-04T20:44:33.156866] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-04T20:44:33.156896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-04T20:44:33.169877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-04T20:44:33.170255] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-04T20:44:33.171058] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-04T20:44:33.171108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:33.171139] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:33.171163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:33.171217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:33.226408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:33.227058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:33.227150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:33.227182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:33.349440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:33.349627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:33.349669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:33.349696] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:33.353079] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-04T20:44:33.353348] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-04T20:44:33.353477] [INFO ] [sig       ] RRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:33.491797] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RRC.txt
[2025-12-04T20:44:33.491938] [INFO ] [sig       ] [2734/3547] Completed RRC in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:33.491973] [INFO ] [sig       ] [2735/3547] Forecasting RRGB...
[2025-12-04T20:44:33.492002] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-04T20:44:33.492031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-04T20:44:33.504290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-04T20:44:33.504555] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-04T20:44:33.505313] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-04T20:44:33.505362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:33.505391] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:33.505415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:33.505468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:33.562788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:33.563442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:33.563519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:33.563550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:33.683407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:33.683655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:33.683702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:33.683731] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:33.687522] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-04T20:44:33.687853] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-04T20:44:33.687988] [INFO ] [sig       ] RRGB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:33.825752] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RRGB.txt
[2025-12-04T20:44:33.825942] [INFO ] [sig       ] [2735/3547] Completed RRGB in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:33.825982] [INFO ] [sig       ] [2736/3547] Forecasting RRX...
[2025-12-04T20:44:33.826011] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-04T20:44:33.826041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-04T20:44:33.839852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-04T20:44:33.840260] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-04T20:44:33.841156] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-04T20:44:33.841207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:33.841238] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:33.841282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:33.841340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:33.898388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:33.899477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:33.899632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:33.899668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:34.022431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:34.022672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:34.022716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:34.022747] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:34.026499] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=26.02%)
[2025-12-04T20:44:34.026827] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-04T20:44:34.026980] [INFO ] [sig       ] RRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:34.170012] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RRX.txt
[2025-12-04T20:44:34.170252] [INFO ] [sig       ] [2736/3547] Completed RRX in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:34.170296] [INFO ] [sig       ] [2737/3547] Forecasting RS...
[2025-12-04T20:44:34.170326] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-04T20:44:34.170357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-04T20:44:34.183932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-04T20:44:34.184399] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-04T20:44:34.185208] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-04T20:44:34.185259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:34.185291] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:34.185317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:34.185371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:34.240487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:34.241366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:34.241448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:34.241479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:34.365056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:34.365301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:34.365349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:34.365378] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:34.369674] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=37.46%)
[2025-12-04T20:44:34.370024] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-04T20:44:34.370182] [INFO ] [sig       ] RS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:34.514088] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RS.txt
[2025-12-04T20:44:34.514484] [INFO ] [sig       ] [2737/3547] Completed RS in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:34.514526] [INFO ] [sig       ] [2738/3547] Forecasting RSG...
[2025-12-04T20:44:34.514557] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-04T20:44:34.514624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-04T20:44:34.528203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-04T20:44:34.528733] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-04T20:44:34.529692] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-04T20:44:34.529745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:34.529777] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:34.529802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:34.529858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:34.587312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:34.588351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:34.588450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:34.588489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:34.716391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:34.716677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:34.716729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:34.716757] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:34.721039] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-04T20:44:34.721415] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-04T20:44:34.721560] [INFO ] [sig       ] RSG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:34.868014] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RSG.txt
[2025-12-04T20:44:34.868227] [INFO ] [sig       ] [2738/3547] Completed RSG in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:34.868297] [INFO ] [sig       ] [2739/3547] Forecasting RSI...
[2025-12-04T20:44:34.868328] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-04T20:44:34.868359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-04T20:44:34.881678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-04T20:44:34.882125] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-04T20:44:34.882934] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-04T20:44:34.882985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:34.883017] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:34.883044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:34.883097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:34.938600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:34.939485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:34.939569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:34.939622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:35.059097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:35.059250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:35.059288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:35.059315] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:35.062653] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-04T20:44:35.062933] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-04T20:44:35.063054] [INFO ] [sig       ] RSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:35.201340] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RSI.txt
[2025-12-04T20:44:35.201630] [INFO ] [sig       ] [2739/3547] Completed RSI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:35.201676] [INFO ] [sig       ] [2740/3547] Forecasting RSKD...
[2025-12-04T20:44:35.201704] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-04T20:44:35.201741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-04T20:44:35.215489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-04T20:44:35.216021] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-04T20:44:35.216954] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-04T20:44:35.217005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:35.217037] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:35.217061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:35.217116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:35.272811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:35.273971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:35.274078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:35.274109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:35.389774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:35.389998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:35.390041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:35.390069] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:35.393751] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-04T20:44:35.394048] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-04T20:44:35.394173] [INFO ] [sig       ] RSKD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:35.539413] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RSKD.txt
[2025-12-04T20:44:35.539623] [INFO ] [sig       ] [2740/3547] Completed RSKD in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:35.539666] [INFO ] [sig       ] [2741/3547] Forecasting RSSS...
[2025-12-04T20:44:35.539694] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-04T20:44:35.539724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-04T20:44:35.553776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-04T20:44:35.554215] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-04T20:44:35.555111] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-04T20:44:35.555162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:35.555194] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:35.555224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:35.555321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:35.612405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:35.613598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:35.613709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:35.613742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:35.739253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:35.739477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:35.739523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:35.739551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:35.743347] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-04T20:44:35.743665] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-04T20:44:35.743797] [INFO ] [sig       ] RSSS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:35.892384] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RSSS.txt
[2025-12-04T20:44:35.892624] [INFO ] [sig       ] [2741/3547] Completed RSSS in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:35.892672] [INFO ] [sig       ] [2742/3547] Forecasting RTO...
[2025-12-04T20:44:35.892700] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-04T20:44:35.892730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-04T20:44:35.906261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-04T20:44:35.906687] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-04T20:44:35.907533] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-04T20:44:35.907603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:35.907637] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:35.907663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:35.907719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:35.964319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:35.965414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:35.965522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:35.965553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:36.092704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:36.092937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:36.092982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:36.093012] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:36.096955] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-12-04T20:44:36.097284] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-04T20:44:36.097430] [INFO ] [sig       ] RTO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:36.241625] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RTO.txt
[2025-12-04T20:44:36.241830] [INFO ] [sig       ] [2742/3547] Completed RTO in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:36.241871] [INFO ] [sig       ] [2743/3547] Forecasting RUM...
[2025-12-04T20:44:36.241901] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-04T20:44:36.241931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-04T20:44:36.255803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-04T20:44:36.256265] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-04T20:44:36.257144] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-04T20:44:36.257196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:36.257259] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:36.257287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:36.257343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:36.313094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:36.314325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:36.314429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:36.314462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:36.438600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:36.438835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:36.438886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:36.438916] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:36.442949] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-04T20:44:36.443265] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-04T20:44:36.443404] [INFO ] [sig       ] RUM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:36.608264] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RUM.txt
[2025-12-04T20:44:36.608473] [INFO ] [sig       ] [2743/3547] Completed RUM in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:36.608542] [INFO ] [sig       ] [2744/3547] Forecasting RUN...
[2025-12-04T20:44:36.608595] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-04T20:44:36.608631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-04T20:44:36.624879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-04T20:44:36.625399] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-04T20:44:36.626226] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-04T20:44:36.626276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:36.626306] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:36.626331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:36.626385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:36.682232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:36.683177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:36.683264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:36.683295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:36.804560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:36.804805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:36.804851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:36.804879] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:36.808702] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-04T20:44:36.809004] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-04T20:44:36.809140] [INFO ] [sig       ] RUN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:36.951957] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RUN.txt
[2025-12-04T20:44:36.952103] [INFO ] [sig       ] [2744/3547] Completed RUN in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:36.952141] [INFO ] [sig       ] [2745/3547] Forecasting RUNN...
[2025-12-04T20:44:36.952169] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-04T20:44:36.952196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-04T20:44:36.965975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-04T20:44:36.966743] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-04T20:44:36.967858] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-04T20:44:36.967920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:36.967956] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:36.967983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:36.968042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:37.026617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:37.027810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:37.027911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:37.027944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:37.148122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:37.148415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:37.148463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:37.148491] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:37.152471] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-04T20:44:37.152807] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-04T20:44:37.152943] [INFO ] [sig       ] RUNN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:37.294751] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RUNN.txt
[2025-12-04T20:44:37.294971] [INFO ] [sig       ] [2745/3547] Completed RUNN in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:37.295014] [INFO ] [sig       ] [2746/3547] Forecasting RUSHA...
[2025-12-04T20:44:37.295043] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-04T20:44:37.295073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-04T20:44:37.308272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-04T20:44:37.308664] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-04T20:44:37.309463] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-04T20:44:37.309513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:37.309542] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:37.309566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:37.309640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:37.364621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:37.365219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:37.365295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:37.365325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:37.483564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:37.483734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:37.483774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:37.483836] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:37.487171] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-04T20:44:37.487435] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-04T20:44:37.487552] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:37.623708] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RUSHA.txt
[2025-12-04T20:44:37.623870] [INFO ] [sig       ] [2746/3547] Completed RUSHA in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:37.623909] [INFO ] [sig       ] [2747/3547] Forecasting RUSHB...
[2025-12-04T20:44:37.623937] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-04T20:44:37.623965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-04T20:44:37.637085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-04T20:44:37.637660] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-04T20:44:37.638560] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-04T20:44:37.638628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:37.638659] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:37.638684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:37.638740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:37.696836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:37.698011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:37.698109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:37.698141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:37.810564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:37.810805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:37.810851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:37.810878] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:37.814732] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-04T20:44:37.815045] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-04T20:44:37.815197] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:37.960821] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RUSHB.txt
[2025-12-04T20:44:37.961020] [INFO ] [sig       ] [2747/3547] Completed RUSHB in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-04T20:44:37.961059] [INFO ] [sig       ] [2748/3547] Forecasting RVMD...
[2025-12-04T20:44:37.961088] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-04T20:44:37.961118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-04T20:44:37.975168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-04T20:44:37.975649] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-04T20:44:37.976473] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-04T20:44:37.976523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:37.976553] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:37.976597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:37.976661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:38.032812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:38.033911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:38.034002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:38.034033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:38.158907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:38.159137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:38.159180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:38.159208] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:38.163052] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-04T20:44:38.163419] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-04T20:44:38.163558] [INFO ] [sig       ] RVMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:38.306289] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RVMD.txt
[2025-12-04T20:44:38.306492] [INFO ] [sig       ] [2748/3547] Completed RVMD in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-04T20:44:38.306532] [INFO ] [sig       ] [2749/3547] Forecasting RVSB...
[2025-12-04T20:44:38.306562] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-04T20:44:38.306613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-04T20:44:38.323129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-04T20:44:38.323696] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-04T20:44:38.324826] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-04T20:44:38.324909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:38.324949] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:38.324981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:38.325060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:38.387211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:38.388272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:38.388370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:38.388401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:38.509303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:38.509529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:38.509606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:38.509643] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:38.513510] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-04T20:44:38.513844] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-04T20:44:38.513988] [INFO ] [sig       ] RVSB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:38.714271] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RVSB.txt
[2025-12-04T20:44:38.714423] [INFO ] [sig       ] [2749/3547] Completed RVSB in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:38.714461] [INFO ] [sig       ] [2750/3547] Forecasting RVTY...
[2025-12-04T20:44:38.714488] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-04T20:44:38.714516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-04T20:44:38.729441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-04T20:44:38.730010] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-04T20:44:38.731063] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-04T20:44:38.731125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:38.731170] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:38.731206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:38.731286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:38.794038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:38.795384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:38.795505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:38.795545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:38.928940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:38.929207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:38.929256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:38.929286] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:38.933227] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2025-12-04T20:44:38.933560] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-04T20:44:38.933741] [INFO ] [sig       ] RVTY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:39.077974] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RVTY.txt
[2025-12-04T20:44:39.078165] [INFO ] [sig       ] [2750/3547] Completed RVTY in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:39.078206] [INFO ] [sig       ] [2751/3547] Forecasting RWAY...
[2025-12-04T20:44:39.078234] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-04T20:44:39.078277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-04T20:44:39.092360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-04T20:44:39.092838] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-04T20:44:39.093708] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-04T20:44:39.093760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:39.093791] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:39.093817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:39.093874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:39.149704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:39.150865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:39.150967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:39.150998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:39.275301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:39.275563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:39.275628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:39.275659] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:39.279389] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-04T20:44:39.279826] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-04T20:44:39.279960] [INFO ] [sig       ] RWAY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:39.418076] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RWAY.txt
[2025-12-04T20:44:39.418298] [INFO ] [sig       ] [2751/3547] Completed RWAY in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:39.418340] [INFO ] [sig       ] [2752/3547] Forecasting RXO...
[2025-12-04T20:44:39.418371] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-04T20:44:39.418401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-04T20:44:39.432182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-04T20:44:39.432812] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-04T20:44:39.433715] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-04T20:44:39.433767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:39.433798] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:39.433823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:39.433879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:39.489873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:39.490915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:39.491008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:39.491040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:39.609777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:39.610015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:39.610060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:39.610088] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:39.613876] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=73.36%)
[2025-12-04T20:44:39.614186] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-04T20:44:39.614321] [INFO ] [sig       ] RXO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:39.754946] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RXO.txt
[2025-12-04T20:44:39.755159] [INFO ] [sig       ] [2752/3547] Completed RXO in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:39.755208] [INFO ] [sig       ] [2753/3547] Forecasting RXRX...
[2025-12-04T20:44:39.755239] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-04T20:44:39.755269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-04T20:44:39.768839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-04T20:44:39.769331] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-04T20:44:39.770203] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-04T20:44:39.770281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:39.770313] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:39.770340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:39.770396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:39.826052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:39.827076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:39.827214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:39.827246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:39.946864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:39.947093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:39.947138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:39.947167] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:39.951020] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-04T20:44:39.951375] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-04T20:44:39.951527] [INFO ] [sig       ] RXRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:40.093299] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RXRX.txt
[2025-12-04T20:44:40.093490] [INFO ] [sig       ] [2753/3547] Completed RXRX in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:40.093532] [INFO ] [sig       ] [2754/3547] Forecasting RY...
[2025-12-04T20:44:40.093560] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-04T20:44:40.093610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-04T20:44:40.107497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-04T20:44:40.108007] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-04T20:44:40.108964] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-04T20:44:40.109023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:40.109056] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:40.109081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:40.109148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:40.166804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:40.168005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:40.168105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:40.168137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:40.292593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:40.292817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:40.292860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:40.292887] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:40.296608] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-12-04T20:44:40.296972] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-04T20:44:40.297118] [INFO ] [sig       ] RY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:40.445763] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RY.txt
[2025-12-04T20:44:40.445979] [INFO ] [sig       ] [2754/3547] Completed RY in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:40.446021] [INFO ] [sig       ] [2755/3547] Forecasting RYAAY...
[2025-12-04T20:44:40.446050] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-04T20:44:40.446079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-04T20:44:40.458807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-04T20:44:40.459257] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-04T20:44:40.460166] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-04T20:44:40.460218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:40.460249] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:40.460274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:40.460329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:40.517033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:40.518067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:40.518158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:40.518189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:40.642833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:40.643060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:40.643112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:40.643142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:40.646994] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-04T20:44:40.647308] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-04T20:44:40.647446] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:40.793434] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RYAAY.txt
[2025-12-04T20:44:40.793658] [INFO ] [sig       ] [2755/3547] Completed RYAAY in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:40.793702] [INFO ] [sig       ] [2756/3547] Forecasting RYAM...
[2025-12-04T20:44:40.793731] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-04T20:44:40.793760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-04T20:44:40.806716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-04T20:44:40.807088] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-04T20:44:40.808010] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-04T20:44:40.808062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:40.808093] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:40.808118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:40.808172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:40.864003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:40.865034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:40.865126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:40.865157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:40.993354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:40.993585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:40.993656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:40.993685] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:40.997339] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-12-04T20:44:40.997644] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-04T20:44:40.997775] [INFO ] [sig       ] RYAM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:41.142760] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RYAM.txt
[2025-12-04T20:44:41.143024] [INFO ] [sig       ] [2756/3547] Completed RYAM in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:41.143069] [INFO ] [sig       ] [2757/3547] Forecasting RYAN...
[2025-12-04T20:44:41.143097] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-04T20:44:41.143127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-04T20:44:41.157402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-04T20:44:41.158037] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-04T20:44:41.159011] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-04T20:44:41.159066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:41.159101] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:41.159130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:41.159199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:41.218834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:41.219999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:41.220101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:41.220134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:41.341281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:41.341510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:41.341554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:41.341602] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:41.345472] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-04T20:44:41.345833] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-04T20:44:41.345977] [INFO ] [sig       ] RYAN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:41.484908] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RYAN.txt
[2025-12-04T20:44:41.485074] [INFO ] [sig       ] [2757/3547] Completed RYAN in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:41.485113] [INFO ] [sig       ] [2758/3547] Forecasting RYI...
[2025-12-04T20:44:41.485142] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-04T20:44:41.485172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-04T20:44:41.499093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-04T20:44:41.499690] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-04T20:44:41.500622] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-04T20:44:41.500676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:41.500710] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:41.500737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:41.500795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:41.560870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:41.562153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:41.562251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:41.562286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:41.683463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:41.683712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:41.683757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:41.683786] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:41.687662] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=40.26%)
[2025-12-04T20:44:41.687963] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-04T20:44:41.688093] [INFO ] [sig       ] RYI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:41.830231] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RYI.txt
[2025-12-04T20:44:41.830389] [INFO ] [sig       ] [2758/3547] Completed RYI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:41.830428] [INFO ] [sig       ] [2759/3547] Forecasting RYN...
[2025-12-04T20:44:41.830455] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-04T20:44:41.830483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-04T20:44:41.844785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-04T20:44:41.845380] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-04T20:44:41.846407] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-04T20:44:41.846471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:41.846505] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:41.846532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:41.846614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:41.904591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:41.905672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:41.905763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:41.905795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:42.024405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:42.024673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:42.024722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:42.024764] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:42.028816] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-04T20:44:42.029148] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-04T20:44:42.029294] [INFO ] [sig       ] RYN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:42.177409] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RYN.txt
[2025-12-04T20:44:42.177633] [INFO ] [sig       ] [2759/3547] Completed RYN in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:42.177675] [INFO ] [sig       ] [2760/3547] Forecasting RYTM...
[2025-12-04T20:44:42.177703] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-04T20:44:42.177734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-04T20:44:42.191457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-04T20:44:42.191939] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-04T20:44:42.192859] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-04T20:44:42.192912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:42.192997] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:42.193026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:42.193085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:42.250371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:42.251529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:42.251648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:42.251683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:42.379179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:42.379433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:42.379485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:42.379514] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:42.383367] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-04T20:44:42.383736] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-04T20:44:42.383886] [INFO ] [sig       ] RYTM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:42.543565] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/RYTM.txt
[2025-12-04T20:44:42.543792] [INFO ] [sig       ] [2760/3547] Completed RYTM in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:42.543833] [INFO ] [sig       ] [2761/3547] Forecasting RZB...
[2025-12-04T20:44:42.543861] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-04T20:44:42.543890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-04T20:44:42.558567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-04T20:44:42.559212] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-04T20:44:42.560192] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-04T20:44:42.560243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:42.560275] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:42.560301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:42.560357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:42.621789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:42.623022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:42.623141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:42.623186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:42.743245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:42.743475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:42.743521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:42.743549] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:42.747467] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-04T20:44:42.747802] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-04T20:44:42.747943] [INFO ] [sig       ] RZB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:42.894226] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RZB.txt
[2025-12-04T20:44:42.894432] [INFO ] [sig       ] [2761/3547] Completed RZB in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:42.894477] [INFO ] [sig       ] [2762/3547] Forecasting RZC...
[2025-12-04T20:44:42.894505] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-04T20:44:42.894534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-04T20:44:42.907608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-04T20:44:42.908011] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-04T20:44:42.908861] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-04T20:44:42.908912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:42.908942] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:42.908967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:42.909020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:42.968058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:42.969613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:42.969736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:42.969777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:43.093507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:43.093759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:43.093805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:43.093833] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:43.097561] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=72.85%)
[2025-12-04T20:44:43.097879] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-04T20:44:43.098017] [INFO ] [sig       ] RZC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:43.241853] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/RZC.txt
[2025-12-04T20:44:43.242032] [INFO ] [sig       ] [2762/3547] Completed RZC in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:43.242076] [INFO ] [sig       ] [2763/3547] Forecasting S...
[2025-12-04T20:44:43.242104] [INFO ] [sig       ] Generating forecast for: S
[2025-12-04T20:44:43.242136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-04T20:44:43.256467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-04T20:44:43.256963] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-04T20:44:43.257887] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-04T20:44:43.257939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:43.257969] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:43.257995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:43.258054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:43.316249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:43.317472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:43.317589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:43.317626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:43.447890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:43.448130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:43.448177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:43.448206] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:43.452202] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-12-04T20:44:43.452531] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-04T20:44:43.452700] [INFO ] [sig       ] S: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:43.600453] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/S.txt
[2025-12-04T20:44:43.600712] [INFO ] [sig       ] [2763/3547] Completed S in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:43.600759] [INFO ] [sig       ] [2764/3547] Forecasting SA...
[2025-12-04T20:44:43.600800] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-04T20:44:43.600833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-04T20:44:43.614792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-04T20:44:43.615349] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-04T20:44:43.616486] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-04T20:44:43.616542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:43.616596] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:43.616626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:43.616685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:43.674395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:43.675547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:43.675673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:43.675706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:43.806100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:43.806337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:43.806382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:43.806410] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:43.810374] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-04T20:44:43.810726] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-04T20:44:43.810866] [INFO ] [sig       ] SA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:43.954362] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SA.txt
[2025-12-04T20:44:43.954566] [INFO ] [sig       ] [2764/3547] Completed SA in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-04T20:44:43.954627] [INFO ] [sig       ] [2765/3547] Forecasting SAFE...
[2025-12-04T20:44:43.954655] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-04T20:44:43.954684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-04T20:44:43.969274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-04T20:44:43.969792] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-04T20:44:43.970748] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-04T20:44:43.970800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:43.970832] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:43.970857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:43.970913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:44.027915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:44.029001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:44.029097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:44.029131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:44.157245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:44.157505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:44.157566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:44.157629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:44.162657] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-04T20:44:44.163091] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-04T20:44:44.163257] [INFO ] [sig       ] SAFE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:44.308927] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SAFE.txt
[2025-12-04T20:44:44.309101] [INFO ] [sig       ] [2765/3547] Completed SAFE in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-04T20:44:44.309141] [INFO ] [sig       ] [2766/3547] Forecasting SAH...
[2025-12-04T20:44:44.309168] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-04T20:44:44.309196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-04T20:44:44.322464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-04T20:44:44.322899] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-04T20:44:44.323913] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-04T20:44:44.323969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:44.324008] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:44.324040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:44.324106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:44.384863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:44.385966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:44.386064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:44.386098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:44.509948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:44.510181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:44.510224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:44.510250] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:44.514106] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-12-04T20:44:44.514401] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-04T20:44:44.514531] [INFO ] [sig       ] SAH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:44.654114] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SAH.txt
[2025-12-04T20:44:44.654317] [INFO ] [sig       ] [2766/3547] Completed SAH in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:44.654358] [INFO ] [sig       ] [2767/3547] Forecasting SAIA...
[2025-12-04T20:44:44.654386] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-04T20:44:44.654416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-04T20:44:44.667594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-04T20:44:44.668000] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-04T20:44:44.668831] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-04T20:44:44.668883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:44.668914] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:44.668940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:44.668996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:44.724703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:44.725315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:44.725392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:44.725422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:44.848554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:44.848763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:44.848801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:44.848846] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:44.852139] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-04T20:44:44.852412] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-04T20:44:44.852533] [INFO ] [sig       ] SAIA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:44.989444] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SAIA.txt
[2025-12-04T20:44:44.989589] [INFO ] [sig       ] [2767/3547] Completed SAIA in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:44.989628] [INFO ] [sig       ] [2768/3547] Forecasting SAIC...
[2025-12-04T20:44:44.989658] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-04T20:44:44.989687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-04T20:44:45.002879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-04T20:44:45.003151] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-04T20:44:45.003945] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-04T20:44:45.003994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:45.004024] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:45.004049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:45.004103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:45.062553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:45.063423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:45.063504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:45.063537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:45.184245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:45.184409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:45.184448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:45.184475] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:45.187798] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=79.74%)
[2025-12-04T20:44:45.188054] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-04T20:44:45.188171] [INFO ] [sig       ] SAIC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:45.328617] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SAIC.txt
[2025-12-04T20:44:45.328831] [INFO ] [sig       ] [2768/3547] Completed SAIC in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:45.328872] [INFO ] [sig       ] [2769/3547] Forecasting SAM...
[2025-12-04T20:44:45.328902] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-04T20:44:45.328931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-04T20:44:45.343861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-04T20:44:45.344484] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-04T20:44:45.345408] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-04T20:44:45.345461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:45.345494] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:45.345521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:45.345597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:45.403984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:45.405054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:45.405149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:45.405181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:45.527448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:45.527683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:45.527729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:45.527756] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:45.531451] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-04T20:44:45.531763] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-04T20:44:45.531894] [INFO ] [sig       ] SAM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:45.680008] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SAM.txt
[2025-12-04T20:44:45.680274] [INFO ] [sig       ] [2769/3547] Completed SAM in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:45.680326] [INFO ] [sig       ] [2770/3547] Forecasting SAMG...
[2025-12-04T20:44:45.680365] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-04T20:44:45.680405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-04T20:44:45.695817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-04T20:44:45.696388] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-04T20:44:45.697368] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-04T20:44:45.697419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:45.697450] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:45.697475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:45.697531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:45.753663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:45.754723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:45.754824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:45.754857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:45.879735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:45.879964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:45.880012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:45.880039] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:45.883916] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-04T20:44:45.884221] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-04T20:44:45.884354] [INFO ] [sig       ] SAMG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:46.023160] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SAMG.txt
[2025-12-04T20:44:46.023358] [INFO ] [sig       ] [2770/3547] Completed SAMG in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:46.023397] [INFO ] [sig       ] [2771/3547] Forecasting SAN...
[2025-12-04T20:44:46.023427] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-04T20:44:46.023457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-04T20:44:46.037068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-04T20:44:46.037470] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-04T20:44:46.038341] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-04T20:44:46.038391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:46.038423] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:46.038448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:46.038522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:46.094241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:46.095121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:46.095206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:46.095237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:46.223627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:46.223857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:46.223904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:46.223933] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:46.227995] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-04T20:44:46.228378] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-04T20:44:46.228541] [INFO ] [sig       ] SAN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:46.378665] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SAN.txt
[2025-12-04T20:44:46.378874] [INFO ] [sig       ] [2771/3547] Completed SAN in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:46.378916] [INFO ] [sig       ] [2772/3547] Forecasting SANA...
[2025-12-04T20:44:46.378945] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-04T20:44:46.378976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-04T20:44:46.392874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-04T20:44:46.393445] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-04T20:44:46.394344] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-04T20:44:46.394397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:46.394429] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:46.394455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:46.394512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:46.451356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:46.452514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:46.452622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:46.452655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:46.577303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:46.577538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:46.577607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:46.577644] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:46.581456] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-04T20:44:46.581771] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-04T20:44:46.581910] [INFO ] [sig       ] SANA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:46.723353] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SANA.txt
[2025-12-04T20:44:46.723524] [INFO ] [sig       ] [2772/3547] Completed SANA in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:46.723562] [INFO ] [sig       ] [2773/3547] Forecasting SANM...
[2025-12-04T20:44:46.723609] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-04T20:44:46.723639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-04T20:44:46.738937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-04T20:44:46.739563] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-04T20:44:46.740545] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-04T20:44:46.740634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:46.740668] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:46.740693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:46.740751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:46.797782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:46.798916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:46.799015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:46.799047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:46.922561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:46.922824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:46.922869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:46.922895] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:46.926750] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-04T20:44:46.927069] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-04T20:44:46.927212] [INFO ] [sig       ] SANM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:47.073892] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SANM.txt
[2025-12-04T20:44:47.074104] [INFO ] [sig       ] [2773/3547] Completed SANM in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:47.074199] [INFO ] [sig       ] [2774/3547] Forecasting SAP...
[2025-12-04T20:44:47.074231] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-04T20:44:47.074262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-04T20:44:47.090480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-04T20:44:47.091216] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-04T20:44:47.092621] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-04T20:44:47.092690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:47.092743] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:47.092769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:47.092873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:47.156717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:47.157798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:47.157889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:47.157922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:47.284557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:47.284955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:47.285064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:47.285111] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:47.289338] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-04T20:44:47.289655] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-04T20:44:47.289794] [INFO ] [sig       ] SAP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:47.427183] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SAP.txt
[2025-12-04T20:44:47.427342] [INFO ] [sig       ] [2774/3547] Completed SAP in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:47.427380] [INFO ] [sig       ] [2775/3547] Forecasting SARK...
[2025-12-04T20:44:47.427408] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-04T20:44:47.427437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-04T20:44:47.444307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-04T20:44:47.444790] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-04T20:44:47.445673] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-04T20:44:47.445724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:47.445756] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:47.445781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:47.445837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:47.504256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:47.505332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:47.505427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:47.505460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:47.630506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:47.630767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:47.630822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:47.630852] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:47.634773] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2025-12-04T20:44:47.635076] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-04T20:44:47.635212] [INFO ] [sig       ] SARK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:47.775281] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SARK.txt
[2025-12-04T20:44:47.775521] [INFO ] [sig       ] [2775/3547] Completed SARK in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:47.775596] [INFO ] [sig       ] [2776/3547] Forecasting SATL...
[2025-12-04T20:44:47.775630] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-04T20:44:47.775660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-04T20:44:47.788985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-04T20:44:47.789552] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-04T20:44:47.790427] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-04T20:44:47.790477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:47.790508] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:47.790534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:47.790618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:47.846952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:47.848122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:47.848293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:47.848332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:47.968088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:47.968342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:47.968388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:47.968415] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:47.972217] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-04T20:44:47.972539] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-04T20:44:47.972696] [INFO ] [sig       ] SATL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:48.113533] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SATL.txt
[2025-12-04T20:44:48.113797] [INFO ] [sig       ] [2776/3547] Completed SATL in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:48.113840] [INFO ] [sig       ] [2777/3547] Forecasting SATS...
[2025-12-04T20:44:48.113869] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-04T20:44:48.113898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-04T20:44:48.127855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-04T20:44:48.128459] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-04T20:44:48.129376] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-04T20:44:48.129429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:48.129460] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:48.129521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:48.129595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:48.187412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:48.188544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:48.188661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:48.188694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:48.318803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:48.318982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:48.319027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:48.319055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:48.323074] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-04T20:44:48.323489] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-04T20:44:48.323664] [INFO ] [sig       ] SATS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:48.469046] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SATS.txt
[2025-12-04T20:44:48.469251] [INFO ] [sig       ] [2777/3547] Completed SATS in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:48.469293] [INFO ] [sig       ] [2778/3547] Forecasting SAVA...
[2025-12-04T20:44:48.469324] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-04T20:44:48.469357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-04T20:44:48.482150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-04T20:44:48.482706] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-04T20:44:48.483714] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-04T20:44:48.483770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:48.483802] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:48.483829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:48.483892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:48.542345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:48.543493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:48.543611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:48.543647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:48.683054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:48.683280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:48.683324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:48.683352] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:48.687226] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-04T20:44:48.687657] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-04T20:44:48.687836] [INFO ] [sig       ] SAVA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:48.827377] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SAVA.txt
[2025-12-04T20:44:48.827558] [INFO ] [sig       ] [2778/3547] Completed SAVA in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:48.827621] [INFO ] [sig       ] [2779/3547] Forecasting SB...
[2025-12-04T20:44:48.827650] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-04T20:44:48.827679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-04T20:44:48.842308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-04T20:44:48.842978] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-04T20:44:48.843945] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-04T20:44:48.843998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:48.844033] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:48.844061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:48.844118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:48.902805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:48.903998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:48.904101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:48.904133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:49.025240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:49.025478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:49.025526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:49.025553] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:49.029604] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-04T20:44:49.029922] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-04T20:44:49.030062] [INFO ] [sig       ] SB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:49.172345] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SB.txt
[2025-12-04T20:44:49.172587] [INFO ] [sig       ] [2779/3547] Completed SB in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:49.172640] [INFO ] [sig       ] [2780/3547] Forecasting SBAC...
[2025-12-04T20:44:49.172674] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-04T20:44:49.172705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-04T20:44:49.186978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-04T20:44:49.187567] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-04T20:44:49.188506] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-04T20:44:49.188558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:49.188608] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:49.188649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:49.188706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:49.245442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:49.246539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:49.246662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:49.246696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:49.368540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:49.368812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:49.368859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:49.368888] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:49.372659] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-04T20:44:49.372955] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-04T20:44:49.373118] [INFO ] [sig       ] SBAC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:49.512465] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SBAC.txt
[2025-12-04T20:44:49.512685] [INFO ] [sig       ] [2780/3547] Completed SBAC in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:49.512727] [INFO ] [sig       ] [2781/3547] Forecasting SBCF...
[2025-12-04T20:44:49.512756] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-04T20:44:49.512786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-04T20:44:49.526712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-04T20:44:49.527299] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-04T20:44:49.528346] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-04T20:44:49.528400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:49.528434] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:49.528461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:49.528517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:49.586252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:49.587357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:49.587461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:49.587492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:49.717021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:49.717279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:49.717359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:49.717406] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:49.721636] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-04T20:44:49.722003] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-04T20:44:49.722164] [INFO ] [sig       ] SBCF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:49.889260] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SBCF.txt
[2025-12-04T20:44:49.889471] [INFO ] [sig       ] [2781/3547] Completed SBCF in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-04T20:44:49.889511] [INFO ] [sig       ] [2782/3547] Forecasting SBFM...
[2025-12-04T20:44:49.889540] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-04T20:44:49.889591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-04T20:44:49.903913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-04T20:44:49.904492] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-04T20:44:49.905430] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-04T20:44:49.905483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:49.905514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:49.905538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:49.905618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:49.962462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:49.963619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:49.963717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:49.963748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:50.087321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:50.087556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:50.087617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:50.087646] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:50.091429] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=54.85%)
[2025-12-04T20:44:50.091774] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-04T20:44:50.091915] [INFO ] [sig       ] SBFM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:50.232309] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SBFM.txt
[2025-12-04T20:44:50.232512] [INFO ] [sig       ] [2782/3547] Completed SBFM in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-04T20:44:50.232552] [INFO ] [sig       ] [2783/3547] Forecasting SBGI...
[2025-12-04T20:44:50.232601] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-04T20:44:50.232633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-04T20:44:50.247766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-04T20:44:50.248406] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-04T20:44:50.249367] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-04T20:44:50.249418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:50.249451] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:50.249476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:50.249533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:50.307133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:50.308282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:50.308381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:50.308414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:50.432169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:50.432400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:50.432455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:50.432492] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:50.436995] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=80.99%)
[2025-12-04T20:44:50.437417] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-04T20:44:50.437634] [INFO ] [sig       ] SBGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:50.586104] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SBGI.txt
[2025-12-04T20:44:50.586304] [INFO ] [sig       ] [2783/3547] Completed SBGI in 0.4s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-04T20:44:50.586347] [INFO ] [sig       ] [2784/3547] Forecasting SBH...
[2025-12-04T20:44:50.586374] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-04T20:44:50.586403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-04T20:44:50.599797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-04T20:44:50.600362] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-04T20:44:50.601284] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-04T20:44:50.601337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:50.601389] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:50.601415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:50.601473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:50.658201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:50.659443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:50.659551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:50.659602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:50.783252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:50.783481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:50.783530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:50.783558] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:50.787405] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=29.41%)
[2025-12-04T20:44:50.787745] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-04T20:44:50.787888] [INFO ] [sig       ] SBH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:50.931384] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SBH.txt
[2025-12-04T20:44:50.931612] [INFO ] [sig       ] [2784/3547] Completed SBH in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:50.931655] [INFO ] [sig       ] [2785/3547] Forecasting SBI...
[2025-12-04T20:44:50.931684] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-04T20:44:50.931716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-04T20:44:50.944369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-04T20:44:50.944857] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-04T20:44:50.945740] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-04T20:44:50.945792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:50.945824] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:50.945849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:50.945905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:51.002835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:51.003872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:51.003961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:51.003993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:51.122136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:51.122371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:51.122418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:51.122448] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:51.126403] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-04T20:44:51.126776] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-04T20:44:51.126918] [INFO ] [sig       ] SBI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:51.272942] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SBI.txt
[2025-12-04T20:44:51.273170] [INFO ] [sig       ] [2785/3547] Completed SBI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:51.273215] [INFO ] [sig       ] [2786/3547] Forecasting SBLK...
[2025-12-04T20:44:51.273250] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-04T20:44:51.273296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-04T20:44:51.286957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-04T20:44:51.287446] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-04T20:44:51.288455] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-04T20:44:51.288510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:51.288547] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:51.288599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:51.288661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:51.345355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:51.346477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:51.346588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:51.346622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:51.464140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:51.464366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:51.464409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:51.464436] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:51.468170] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-12-04T20:44:51.468518] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-04T20:44:51.468670] [INFO ] [sig       ] SBLK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:51.611845] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SBLK.txt
[2025-12-04T20:44:51.612008] [INFO ] [sig       ] [2786/3547] Completed SBLK in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:51.612046] [INFO ] [sig       ] [2787/3547] Forecasting SBRA...
[2025-12-04T20:44:51.612074] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-04T20:44:51.612104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-04T20:44:51.628317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-04T20:44:51.628994] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-04T20:44:51.630134] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-04T20:44:51.630201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:51.630245] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:51.630291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:51.630375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:51.695659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:51.696683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:51.696815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:51.696848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:51.814567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:51.814747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:51.814787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:51.814814] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:51.818279] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=17.99%)
[2025-12-04T20:44:51.818626] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-04T20:44:51.818762] [INFO ] [sig       ] SBRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:51.964823] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SBRA.txt
[2025-12-04T20:44:51.965000] [INFO ] [sig       ] [2787/3547] Completed SBRA in 0.4s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:51.965046] [INFO ] [sig       ] [2788/3547] Forecasting SBS...
[2025-12-04T20:44:51.965073] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-04T20:44:51.965101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-04T20:44:51.976773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-04T20:44:51.977146] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-04T20:44:51.977922] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-04T20:44:51.977972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:51.978002] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:51.978028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:51.978082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:52.033899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:52.034783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:52.034862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:52.034893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:52.162446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:52.162613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:52.162654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:52.162682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:52.165935] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2025-12-04T20:44:52.166195] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-04T20:44:52.166313] [INFO ] [sig       ] SBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:52.309084] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SBS.txt
[2025-12-04T20:44:52.309245] [INFO ] [sig       ] [2788/3547] Completed SBS in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:52.309284] [INFO ] [sig       ] [2789/3547] Forecasting SBSI...
[2025-12-04T20:44:52.309312] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-04T20:44:52.309341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-04T20:44:52.320897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-04T20:44:52.321259] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-04T20:44:52.322115] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-04T20:44:52.322166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:52.322195] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:52.322220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:52.322274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:52.377868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:52.378781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:52.378864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:52.378893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:52.493729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:52.493886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:52.493925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:52.493951] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:52.497215] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-04T20:44:52.497486] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-04T20:44:52.497642] [INFO ] [sig       ] SBSI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:52.635658] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SBSI.txt
[2025-12-04T20:44:52.635814] [INFO ] [sig       ] [2789/3547] Completed SBSI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:52.635853] [INFO ] [sig       ] [2790/3547] Forecasting SBUX...
[2025-12-04T20:44:52.635879] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-04T20:44:52.635906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-04T20:44:52.647358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-04T20:44:52.647754] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-04T20:44:52.648539] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-04T20:44:52.648612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:52.648644] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:52.648669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:52.648722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:52.706104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:52.706966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:52.707048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:52.707082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:52.832551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:52.832726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:52.832773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:52.832803] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:52.836182] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-04T20:44:52.836453] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-04T20:44:52.836593] [INFO ] [sig       ] SBUX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:52.979746] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SBUX.txt
[2025-12-04T20:44:52.979931] [INFO ] [sig       ] [2790/3547] Completed SBUX in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:52.979970] [INFO ] [sig       ] [2791/3547] Forecasting SCD...
[2025-12-04T20:44:52.979998] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-04T20:44:52.980026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-04T20:44:52.991384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-04T20:44:52.991756] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-04T20:44:52.992499] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-04T20:44:52.992549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:52.992606] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:52.992634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:52.992689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:53.060134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:53.060984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:53.061066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:53.061097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:53.173798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:53.173951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:53.174008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:53.174036] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:53.177262] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=39.66%)
[2025-12-04T20:44:53.177519] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-04T20:44:53.177652] [INFO ] [sig       ] SCD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:53.313318] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SCD.txt
[2025-12-04T20:44:53.313448] [INFO ] [sig       ] [2791/3547] Completed SCD in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:53.313486] [INFO ] [sig       ] [2792/3547] Forecasting SCHL...
[2025-12-04T20:44:53.313512] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-04T20:44:53.313540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-04T20:44:53.324772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-04T20:44:53.325041] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-04T20:44:53.325788] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-04T20:44:53.325836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:53.325866] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:53.325892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:53.325946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:53.383992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:53.384685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:53.384768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:53.384800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:53.504670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:53.504791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:53.504830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:53.504856] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:53.508011] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-04T20:44:53.508286] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-04T20:44:53.508415] [INFO ] [sig       ] SCHL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:53.644381] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SCHL.txt
[2025-12-04T20:44:53.644494] [INFO ] [sig       ] [2792/3547] Completed SCHL in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:53.644530] [INFO ] [sig       ] [2793/3547] Forecasting SCI...
[2025-12-04T20:44:53.644558] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-04T20:44:53.644604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-04T20:44:53.655219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-04T20:44:53.655474] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-04T20:44:53.656231] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-04T20:44:53.656280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:53.656310] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:53.656336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:53.656389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:53.711328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:53.711914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:53.712002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:53.712033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:53.827295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:53.827427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:53.827465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:53.827492] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:53.830747] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-04T20:44:53.831003] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-04T20:44:53.831118] [INFO ] [sig       ] SCI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:53.968309] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SCI.txt
[2025-12-04T20:44:53.968453] [INFO ] [sig       ] [2793/3547] Completed SCI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:53.968493] [INFO ] [sig       ] [2794/3547] Forecasting SCL...
[2025-12-04T20:44:53.968522] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-04T20:44:53.968550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-04T20:44:53.980446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-04T20:44:53.980762] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-04T20:44:53.981491] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-04T20:44:53.981540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:53.981613] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:53.981640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:53.981695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:54.036381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:54.036972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:54.037046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:54.037076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:54.153670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:54.153844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:54.153886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:54.153912] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:54.157247] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-04T20:44:54.157507] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-04T20:44:54.157637] [INFO ] [sig       ] SCL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:54.293309] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SCL.txt
[2025-12-04T20:44:54.293453] [INFO ] [sig       ] [2794/3547] Completed SCL in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:54.293495] [INFO ] [sig       ] [2795/3547] Forecasting SCLX...
[2025-12-04T20:44:54.293522] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-04T20:44:54.293550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-04T20:44:54.304828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-04T20:44:54.305123] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-04T20:44:54.305888] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-04T20:44:54.305937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:54.305987] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:54.306015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:54.306069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:54.361028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:54.361614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:54.361686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:54.361717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:54.479214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:54.479341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:54.479376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:54.479402] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:54.482584] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-12-04T20:44:54.482840] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-04T20:44:54.482953] [INFO ] [sig       ] SCLX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:54.618785] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SCLX.txt
[2025-12-04T20:44:54.618889] [INFO ] [sig       ] [2795/3547] Completed SCLX in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:54.618924] [INFO ] [sig       ] [2796/3547] Forecasting SCM...
[2025-12-04T20:44:54.618951] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-04T20:44:54.618978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-04T20:44:54.630535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-04T20:44:54.630816] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-04T20:44:54.631545] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-04T20:44:54.631614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:54.631646] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:54.631672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:54.631726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:54.686539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:54.687119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:54.687192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:54.687221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:54.800141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:54.800270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:54.800307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:54.800333] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:54.803529] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-12-04T20:44:54.803800] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-04T20:44:54.803912] [INFO ] [sig       ] SCM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:54.942704] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SCM.txt
[2025-12-04T20:44:54.942828] [INFO ] [sig       ] [2796/3547] Completed SCM in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:54.942866] [INFO ] [sig       ] [2797/3547] Forecasting SCS...
[2025-12-04T20:44:54.942894] [INFO ] [sig       ] Generating forecast for: SCS
[2025-12-04T20:44:54.942922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-12-04T20:44:54.954462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-12-04T20:44:54.954743] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-12-04T20:44:54.955493] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-12-04T20:44:54.955542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:54.955589] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:54.955618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:54.955671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:55.013284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:55.013893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:55.013976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:55.014010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:55.132224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:55.132329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:55.132363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:55.132419] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:55.135495] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-04T20:44:55.135772] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-12-04T20:44:55.135887] [INFO ] [sig       ] SCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:55.277698] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SCS.txt
[2025-12-04T20:44:55.277803] [INFO ] [sig       ] [2797/3547] Completed SCS in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:55.277839] [INFO ] [sig       ] [2798/3547] Forecasting SCSC...
[2025-12-04T20:44:55.277868] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-04T20:44:55.277895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-04T20:44:55.288897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-04T20:44:55.289154] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-04T20:44:55.289941] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-04T20:44:55.289991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:55.290020] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:55.290045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:55.290098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:55.345857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:55.346451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:55.346529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:55.346563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:55.463274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:55.463421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:55.463459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:55.463486] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:55.466745] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-04T20:44:55.467004] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-04T20:44:55.467119] [INFO ] [sig       ] SCSC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:55.604688] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SCSC.txt
[2025-12-04T20:44:55.604843] [INFO ] [sig       ] [2798/3547] Completed SCSC in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:55.604882] [INFO ] [sig       ] [2799/3547] Forecasting SCVL...
[2025-12-04T20:44:55.604910] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-04T20:44:55.604946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-04T20:44:55.619185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-04T20:44:55.619622] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-04T20:44:55.620553] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-04T20:44:55.620644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:55.620686] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:55.620714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:55.620770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:55.679806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:55.680672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:55.680752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:55.680785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:55.802360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:55.802512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:55.802557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:55.802604] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:55.806030] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-12-04T20:44:55.806297] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-04T20:44:55.806417] [INFO ] [sig       ] SCVL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:55.948383] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SCVL.txt
[2025-12-04T20:44:55.948530] [INFO ] [sig       ] [2799/3547] Completed SCVL in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-04T20:44:55.948588] [INFO ] [sig       ] [2800/3547] Forecasting SCZ...
[2025-12-04T20:44:55.948620] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-04T20:44:55.948649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-04T20:44:55.958872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-04T20:44:55.959152] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-04T20:44:55.959910] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-04T20:44:55.959960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:55.959989] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:55.960014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:55.960068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:56.015407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:56.016144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:56.016223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:56.016256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:56.139252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:56.139496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:56.139545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:56.139595] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:56.143563] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-04T20:44:56.143895] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-04T20:44:56.144035] [INFO ] [sig       ] SCZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:56.284848] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SCZ.txt
[2025-12-04T20:44:56.285061] [INFO ] [sig       ] [2800/3547] Completed SCZ in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-04T20:44:56.285103] [INFO ] [sig       ] [2801/3547] Forecasting SD...
[2025-12-04T20:44:56.285132] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-04T20:44:56.285161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-04T20:44:56.298400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-04T20:44:56.298814] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-04T20:44:56.299614] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-04T20:44:56.299664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:56.299694] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:56.299719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:56.299773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:56.354500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:56.355141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:56.355220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:56.355250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:56.473125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:56.473289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:56.473328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:56.473355] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:56.476722] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-04T20:44:56.476990] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-04T20:44:56.477113] [INFO ] [sig       ] SD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:56.612619] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SD.txt
[2025-12-04T20:44:56.612750] [INFO ] [sig       ] [2801/3547] Completed SD in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:56.612787] [INFO ] [sig       ] [2802/3547] Forecasting SDA...
[2025-12-04T20:44:56.612815] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-04T20:44:56.612843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-04T20:44:56.625386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-04T20:44:56.625824] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-04T20:44:56.626668] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-04T20:44:56.626720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:56.626750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:56.626775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:56.626830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:56.682900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:56.683853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:56.683938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:56.683968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:56.800244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:56.800419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:56.800459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:56.800485] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:56.803876] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2025-12-04T20:44:56.804145] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-04T20:44:56.804265] [INFO ] [sig       ] SDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:56.941524] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SDA.txt
[2025-12-04T20:44:56.941672] [INFO ] [sig       ] [2802/3547] Completed SDA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:56.941711] [INFO ] [sig       ] [2803/3547] Forecasting SDHY...
[2025-12-04T20:44:56.941738] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-04T20:44:56.941765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-04T20:44:56.953465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-04T20:44:56.953818] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-04T20:44:56.954614] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-04T20:44:56.954664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:56.954694] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:56.954719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:56.954772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:57.011818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:57.012623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:57.012708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:57.012741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:57.128225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:57.128391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:57.128430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:57.128456] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:57.131726] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-12-04T20:44:57.131983] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-04T20:44:57.132098] [INFO ] [sig       ] SDHY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:57.268601] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SDHY.txt
[2025-12-04T20:44:57.268723] [INFO ] [sig       ] [2803/3547] Completed SDHY in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:57.268759] [INFO ] [sig       ] [2804/3547] Forecasting SDRL...
[2025-12-04T20:44:57.268787] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-04T20:44:57.268814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-04T20:44:57.280164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-04T20:44:57.280451] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-04T20:44:57.281216] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-04T20:44:57.281265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:57.281294] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:57.281320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:57.281373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:57.335791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:57.336396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:57.336498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:57.336529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:57.454517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:57.454690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:57.454729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:57.454756] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:57.458146] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-04T20:44:57.458435] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-04T20:44:57.458556] [INFO ] [sig       ] SDRL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:57.603402] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SDRL.txt
[2025-12-04T20:44:57.603668] [INFO ] [sig       ] [2804/3547] Completed SDRL in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:57.603744] [INFO ] [sig       ] [2805/3547] Forecasting SDVY...
[2025-12-04T20:44:57.603776] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-04T20:44:57.603806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-04T20:44:57.618737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-04T20:44:57.619265] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-04T20:44:57.620388] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-04T20:44:57.620440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:57.620472] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:57.620497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:57.620553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:57.678193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:57.679353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:57.679453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:57.679485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:57.802540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:57.802784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:57.802829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:57.802857] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:57.806761] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-04T20:44:57.807094] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-04T20:44:57.807237] [INFO ] [sig       ] SDVY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:57.947044] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SDVY.txt
[2025-12-04T20:44:57.947237] [INFO ] [sig       ] [2805/3547] Completed SDVY in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:57.947275] [INFO ] [sig       ] [2806/3547] Forecasting SE...
[2025-12-04T20:44:57.947305] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-04T20:44:57.947334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-04T20:44:57.960669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-04T20:44:57.961186] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-04T20:44:57.962129] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-04T20:44:57.962192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:57.962229] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:57.962262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:57.962337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:58.019639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:58.020828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:58.020927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:58.020959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:58.150787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:58.151048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:58.151105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:58.151134] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:58.155207] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-04T20:44:58.155529] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-04T20:44:58.155704] [INFO ] [sig       ] SE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:58.299915] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SE.txt
[2025-12-04T20:44:58.300132] [INFO ] [sig       ] [2806/3547] Completed SE in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:58.300175] [INFO ] [sig       ] [2807/3547] Forecasting SEDG...
[2025-12-04T20:44:58.300205] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-04T20:44:58.300234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-04T20:44:58.313609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-04T20:44:58.314056] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-04T20:44:58.315025] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-04T20:44:58.315077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:58.315109] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:58.315134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:58.315189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:58.372038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:58.372996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:58.373087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:58.373119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:58.498301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:58.498522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:58.498565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:58.498626] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:58.502438] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-04T20:44:58.502754] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-04T20:44:58.502883] [INFO ] [sig       ] SEDG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:58.649337] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SEDG.txt
[2025-12-04T20:44:58.649559] [INFO ] [sig       ] [2807/3547] Completed SEDG in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:58.649619] [INFO ] [sig       ] [2808/3547] Forecasting SEE...
[2025-12-04T20:44:58.649649] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-04T20:44:58.649678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-04T20:44:58.662100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-04T20:44:58.662472] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-04T20:44:58.663371] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-04T20:44:58.663437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:58.663470] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:58.663495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:58.663550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:58.719726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:58.720721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:58.720815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:58.720847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:58.857461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:58.857743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:58.857797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:58.857827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:58.861964] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-12-04T20:44:58.862281] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-04T20:44:58.862414] [INFO ] [sig       ] SEE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:59.005177] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SEE.txt
[2025-12-04T20:44:59.005384] [INFO ] [sig       ] [2808/3547] Completed SEE in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:59.005425] [INFO ] [sig       ] [2809/3547] Forecasting SEIC...
[2025-12-04T20:44:59.005453] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-04T20:44:59.005483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-04T20:44:59.018605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-04T20:44:59.019052] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-04T20:44:59.019906] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-04T20:44:59.019957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:59.019987] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:59.020013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:59.020068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:59.077448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:59.078655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:59.078751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:59.078782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:59.199369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:59.199619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:59.199663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:59.199691] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:59.203527] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2025-12-04T20:44:59.203853] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-04T20:44:59.204026] [INFO ] [sig       ] SEIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:44:59.345058] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SEIC.txt
[2025-12-04T20:44:59.345274] [INFO ] [sig       ] [2809/3547] Completed SEIC in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:59.345316] [INFO ] [sig       ] [2810/3547] Forecasting SELF...
[2025-12-04T20:44:59.345344] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-04T20:44:59.345374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-04T20:44:59.358656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-04T20:44:59.359103] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-04T20:44:59.359977] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-04T20:44:59.360027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:59.360058] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:59.360083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:59.360138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:59.416089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:59.417193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:59.417289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:59.417322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:59.528386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:59.528626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:59.528672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:59.528701] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:59.532448] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-04T20:44:59.532784] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-04T20:44:59.532933] [INFO ] [sig       ] SELF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:44:59.676116] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SELF.txt
[2025-12-04T20:44:59.676325] [INFO ] [sig       ] [2810/3547] Completed SELF in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:44:59.676368] [INFO ] [sig       ] [2811/3547] Forecasting SEM...
[2025-12-04T20:44:59.676397] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-04T20:44:59.676427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-04T20:44:59.692289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-04T20:44:59.692962] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-04T20:44:59.693990] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-04T20:44:59.694047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:44:59.694132] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:44:59.694160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:44:59.694218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:44:59.759658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:44:59.760985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:44:59.761151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:44:59.761186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:44:59.889295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:44:59.889534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:44:59.889599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:44:59.889631] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:44:59.893773] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-04T20:44:59.894333] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-04T20:44:59.894553] [INFO ] [sig       ] SEM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:00.059295] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SEM.txt
[2025-12-04T20:45:00.059510] [INFO ] [sig       ] [2811/3547] Completed SEM in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:45:00.059557] [INFO ] [sig       ] [2812/3547] Forecasting SENEA...
[2025-12-04T20:45:00.059612] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-04T20:45:00.059643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-04T20:45:00.072724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-04T20:45:00.073166] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-04T20:45:00.074062] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-04T20:45:00.074117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:00.074149] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:00.074174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:00.074230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:00.153433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:00.154665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:00.154784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:00.154836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:00.332022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:00.332211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:00.332270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:00.332308] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:00.337540] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2025-12-04T20:45:00.338113] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-04T20:45:00.338349] [INFO ] [sig       ] SENEA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:00.531338] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SENEA.txt
[2025-12-04T20:45:00.531565] [INFO ] [sig       ] [2812/3547] Completed SENEA in 0.5s | 2.93 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:45:00.531653] [INFO ] [sig       ] [2813/3547] Forecasting SENS...
[2025-12-04T20:45:00.531696] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-04T20:45:00.531741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-04T20:45:00.553547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-04T20:45:00.554311] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-04T20:45:00.555735] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-04T20:45:00.555821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:00.555874] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:00.555911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:00.555992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:00.635842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:00.637288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:00.637462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:00.637508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:00.803417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:00.803663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:00.803706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:00.803734] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:00.807734] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-12-04T20:45:00.808108] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-04T20:45:00.808275] [INFO ] [sig       ] SENS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:00.957323] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SENS.txt
[2025-12-04T20:45:00.957509] [INFO ] [sig       ] [2813/3547] Completed SENS in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:45:00.957558] [INFO ] [sig       ] [2814/3547] Forecasting SERA...
[2025-12-04T20:45:00.957618] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-04T20:45:00.957654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-04T20:45:00.969968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-04T20:45:00.970339] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-04T20:45:00.971160] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-04T20:45:00.971213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:00.971245] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:00.971272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:00.971327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:01.028954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:01.029869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:01.029954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:01.029985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:01.156964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:01.157129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:01.157169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:01.157231] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:01.161206] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-04T20:45:01.161514] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-04T20:45:01.161667] [INFO ] [sig       ] SERA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:01.306258] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SERA.txt
[2025-12-04T20:45:01.306410] [INFO ] [sig       ] [2814/3547] Completed SERA in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:45:01.306450] [INFO ] [sig       ] [2815/3547] Forecasting SES...
[2025-12-04T20:45:01.306478] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-04T20:45:01.306507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-04T20:45:01.318401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-04T20:45:01.318849] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-04T20:45:01.319785] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-04T20:45:01.319839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:01.319870] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:01.319895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:01.319949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:01.378175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:01.379124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:01.379207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:01.379240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:01.505356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:01.505504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:01.505561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:01.505608] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:01.508946] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-04T20:45:01.509211] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-04T20:45:01.509333] [INFO ] [sig       ] SES: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:01.650475] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SES.txt
[2025-12-04T20:45:01.650639] [INFO ] [sig       ] [2815/3547] Completed SES in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:45:01.650687] [INFO ] [sig       ] [2816/3547] Forecasting SEVN...
[2025-12-04T20:45:01.650721] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-04T20:45:01.650755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-04T20:45:01.672219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-04T20:45:01.672554] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-04T20:45:01.673427] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-04T20:45:01.673478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:01.673511] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:01.673538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:01.673613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:01.731557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:01.732490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:01.732598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:01.732641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:01.857371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:01.857547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:01.857605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:01.857635] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:01.861096] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-04T20:45:01.861377] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-04T20:45:01.861499] [INFO ] [sig       ] SEVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:02.009401] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SEVN.txt
[2025-12-04T20:45:02.009546] [INFO ] [sig       ] [2816/3547] Completed SEVN in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-04T20:45:02.009602] [INFO ] [sig       ] [2817/3547] Forecasting SEZL...
[2025-12-04T20:45:02.009633] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-04T20:45:02.009661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-04T20:45:02.022451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-04T20:45:02.022863] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-04T20:45:02.023911] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-04T20:45:02.023972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:02.024014] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:02.024052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:02.024130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:02.090934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:02.091825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:02.091904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:02.091936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:02.209156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:02.209304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:02.209344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:02.209373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:02.212806] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-04T20:45:02.213075] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-04T20:45:02.213197] [INFO ] [sig       ] SEZL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:02.355092] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SEZL.txt
[2025-12-04T20:45:02.355318] [INFO ] [sig       ] [2817/3547] Completed SEZL in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-04T20:45:02.355363] [INFO ] [sig       ] [2818/3547] Forecasting SF...
[2025-12-04T20:45:02.355393] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-04T20:45:02.355423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-04T20:45:02.368222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-04T20:45:02.368713] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-04T20:45:02.369535] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-04T20:45:02.369604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:02.369637] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:02.369662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:02.369716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:02.425513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:02.426343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:02.426428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:02.426459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:02.549506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:02.549687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:02.549728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:02.549756] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:02.553247] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=63.62%)
[2025-12-04T20:45:02.553531] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-04T20:45:02.553694] [INFO ] [sig       ] SF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:02.693159] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SF.txt
[2025-12-04T20:45:02.693305] [INFO ] [sig       ] [2818/3547] Completed SF in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-04T20:45:02.693343] [INFO ] [sig       ] [2819/3547] Forecasting SFB...
[2025-12-04T20:45:02.693372] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-04T20:45:02.693400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-04T20:45:02.705069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-04T20:45:02.705388] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-04T20:45:02.706206] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-04T20:45:02.706257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:02.706297] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:02.706324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:02.706383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:02.762095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:02.762794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:02.762869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:02.762899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:02.879920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:02.880084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:02.880123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:02.880150] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:02.883527] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-04T20:45:02.883822] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-04T20:45:02.883951] [INFO ] [sig       ] SFB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:03.033038] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SFB.txt
[2025-12-04T20:45:03.033192] [INFO ] [sig       ] [2819/3547] Completed SFB in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:03.033230] [INFO ] [sig       ] [2820/3547] Forecasting SFBS...
[2025-12-04T20:45:03.033271] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-04T20:45:03.033310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-04T20:45:03.044349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-04T20:45:03.044688] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-04T20:45:03.045481] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-04T20:45:03.045532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:03.045562] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:03.045619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:03.045678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:03.103345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:03.104072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:03.104171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:03.104205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:03.226137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:03.226286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:03.226324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:03.226352] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:03.229756] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-04T20:45:03.230073] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-04T20:45:03.230204] [INFO ] [sig       ] SFBS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:03.366549] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SFBS.txt
[2025-12-04T20:45:03.366706] [INFO ] [sig       ] [2820/3547] Completed SFBS in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:03.366744] [INFO ] [sig       ] [2821/3547] Forecasting SFIX...
[2025-12-04T20:45:03.366772] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-04T20:45:03.366800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-04T20:45:03.377933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-04T20:45:03.378235] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-04T20:45:03.379060] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-04T20:45:03.379111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:03.379142] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:03.379170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:03.379225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:03.436217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:03.437124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:03.437246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:03.437279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:03.558644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:03.558890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:03.558938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:03.558967] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:03.563092] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-04T20:45:03.563453] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-04T20:45:03.563634] [INFO ] [sig       ] SFIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:03.715438] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SFIX.txt
[2025-12-04T20:45:03.715658] [INFO ] [sig       ] [2821/3547] Completed SFIX in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:03.715700] [INFO ] [sig       ] [2822/3547] Forecasting SFL...
[2025-12-04T20:45:03.715731] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-04T20:45:03.715763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-04T20:45:03.729597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-04T20:45:03.730139] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-04T20:45:03.731078] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-04T20:45:03.731137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:03.731170] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:03.731197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:03.731254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:03.789729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:03.790943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:03.791043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:03.791076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:03.914870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:03.915105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:03.915152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:03.915179] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:03.919098] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-04T20:45:03.919403] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-04T20:45:03.919538] [INFO ] [sig       ] SFL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:04.063109] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SFL.txt
[2025-12-04T20:45:04.063315] [INFO ] [sig       ] [2822/3547] Completed SFL in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:04.063356] [INFO ] [sig       ] [2823/3547] Forecasting SFLO...
[2025-12-04T20:45:04.063393] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-04T20:45:04.063423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-04T20:45:04.076636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-04T20:45:04.077012] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-04T20:45:04.077810] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-04T20:45:04.077860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:04.077890] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:04.077914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:04.077967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:04.133544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:04.134351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:04.134430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:04.134460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:04.254284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:04.254446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:04.254486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:04.254512] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:04.257859] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-04T20:45:04.258125] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-04T20:45:04.258245] [INFO ] [sig       ] SFLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:04.394604] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SFLO.txt
[2025-12-04T20:45:04.394718] [INFO ] [sig       ] [2823/3547] Completed SFLO in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:04.394753] [INFO ] [sig       ] [2824/3547] Forecasting SFM...
[2025-12-04T20:45:04.394782] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-04T20:45:04.394809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-04T20:45:04.408011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-04T20:45:04.408397] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-04T20:45:04.409241] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-04T20:45:04.409291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:04.409322] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:04.409347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:04.409400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:04.466738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:04.467484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:04.467569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:04.467619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:04.605036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:04.605175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:04.605232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:04.605274] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:04.610289] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-04T20:45:04.610782] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-04T20:45:04.610993] [INFO ] [sig       ] SFM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:04.766819] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SFM.txt
[2025-12-04T20:45:04.767121] [INFO ] [sig       ] [2824/3547] Completed SFM in 0.4s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:04.767165] [INFO ] [sig       ] [2825/3547] Forecasting SFNC...
[2025-12-04T20:45:04.767198] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-04T20:45:04.767228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-04T20:45:04.780817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-04T20:45:04.781171] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-04T20:45:04.782002] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-04T20:45:04.782054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:04.782087] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:04.782113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:04.782166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:04.839073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:04.839912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:04.840012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:04.840045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:04.962719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:04.962880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:04.962920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:04.962946] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:04.966400] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-04T20:45:04.966696] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-04T20:45:04.966821] [INFO ] [sig       ] SFNC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:05.105553] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SFNC.txt
[2025-12-04T20:45:05.105705] [INFO ] [sig       ] [2825/3547] Completed SFNC in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:05.105742] [INFO ] [sig       ] [2826/3547] Forecasting SG...
[2025-12-04T20:45:05.105770] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-04T20:45:05.105798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-04T20:45:05.119674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-04T20:45:05.120262] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-04T20:45:05.121241] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-04T20:45:05.121296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:05.121330] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:05.121378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:05.121436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:05.181866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:05.182977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:05.183084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:05.183115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:05.311353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:05.311510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:05.311551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:05.311618] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:05.315041] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-04T20:45:05.315309] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-04T20:45:05.315434] [INFO ] [sig       ] SG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:05.452383] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SG.txt
[2025-12-04T20:45:05.452502] [INFO ] [sig       ] [2826/3547] Completed SG in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:05.452538] [INFO ] [sig       ] [2827/3547] Forecasting SGBX...
[2025-12-04T20:45:05.452566] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-04T20:45:05.452622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-04T20:45:05.463760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-04T20:45:05.464029] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-04T20:45:05.464812] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-04T20:45:05.464864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:05.464896] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:05.464923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:05.464977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:05.520915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:05.521532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:05.521624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:05.521656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:05.638076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:05.638200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:05.638236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:05.638288] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:05.641554] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-12-04T20:45:05.641832] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-04T20:45:05.641950] [INFO ] [sig       ] SGBX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:05.782742] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SGBX.txt
[2025-12-04T20:45:05.783002] [INFO ] [sig       ] [2827/3547] Completed SGBX in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:05.783048] [INFO ] [sig       ] [2828/3547] Forecasting SGC...
[2025-12-04T20:45:05.783078] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-04T20:45:05.783107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-04T20:45:05.796981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-04T20:45:05.797467] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-04T20:45:05.798373] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-04T20:45:05.798424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:05.798489] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:05.798518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:05.798589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:05.853686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:05.854705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:05.854799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:05.854851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:05.974069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:05.974237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:05.974277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:05.974304] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:05.977768] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-04T20:45:05.978082] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-04T20:45:05.978221] [INFO ] [sig       ] SGC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:06.124452] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SGC.txt
[2025-12-04T20:45:06.124638] [INFO ] [sig       ] [2828/3547] Completed SGC in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:06.124683] [INFO ] [sig       ] [2829/3547] Forecasting SGHC...
[2025-12-04T20:45:06.124713] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-04T20:45:06.124744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-04T20:45:06.139411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-04T20:45:06.139984] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-04T20:45:06.140898] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-04T20:45:06.140952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:06.140984] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:06.141012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:06.141069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:06.202266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:06.203427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:06.203534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:06.203569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:06.330075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:06.330304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:06.330380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:06.330412] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:06.334222] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-04T20:45:06.334569] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-04T20:45:06.334746] [INFO ] [sig       ] SGHC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:06.474153] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SGHC.txt
[2025-12-04T20:45:06.474342] [INFO ] [sig       ] [2829/3547] Completed SGHC in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:06.474382] [INFO ] [sig       ] [2830/3547] Forecasting SGRY...
[2025-12-04T20:45:06.474411] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-04T20:45:06.474441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-04T20:45:06.487407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-04T20:45:06.487882] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-04T20:45:06.488821] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-04T20:45:06.488871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:06.488904] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:06.488948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:06.489006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:06.546840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:06.547885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:06.547983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:06.548015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:06.669812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:06.670038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:06.670085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:06.670114] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:06.673991] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-04T20:45:06.674294] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-04T20:45:06.674429] [INFO ] [sig       ] SGRY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:06.814900] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SGRY.txt
[2025-12-04T20:45:06.815084] [INFO ] [sig       ] [2830/3547] Completed SGRY in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:06.815124] [INFO ] [sig       ] [2831/3547] Forecasting SHAK...
[2025-12-04T20:45:06.815156] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-04T20:45:06.815189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-04T20:45:06.829472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-04T20:45:06.829989] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-04T20:45:06.830864] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-04T20:45:06.830918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:06.830950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:06.830977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:06.831035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:06.892140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:06.893459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:06.893594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:06.893638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:07.019142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:07.019362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:07.019406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:07.019478] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:07.023381] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-04T20:45:07.023702] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-04T20:45:07.023835] [INFO ] [sig       ] SHAK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:07.171696] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SHAK.txt
[2025-12-04T20:45:07.171942] [INFO ] [sig       ] [2831/3547] Completed SHAK in 0.4s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:07.171990] [INFO ] [sig       ] [2832/3547] Forecasting SHBI...
[2025-12-04T20:45:07.172020] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-04T20:45:07.172051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-04T20:45:07.186172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-04T20:45:07.186705] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-04T20:45:07.187639] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-04T20:45:07.187691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:07.187722] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:07.187748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:07.187806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:07.248128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:07.249283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:07.249381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:07.249412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:07.377161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:07.377384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:07.377427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:07.377455] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:07.381420] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=36.52%)
[2025-12-04T20:45:07.381774] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-04T20:45:07.381919] [INFO ] [sig       ] SHBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:07.528562] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SHBI.txt
[2025-12-04T20:45:07.528787] [INFO ] [sig       ] [2832/3547] Completed SHBI in 0.4s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:07.528829] [INFO ] [sig       ] [2833/3547] Forecasting SHC...
[2025-12-04T20:45:07.528857] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-04T20:45:07.528886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-04T20:45:07.542975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-04T20:45:07.543591] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-04T20:45:07.544442] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-04T20:45:07.544494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:07.544526] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:07.544552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:07.544643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:07.609220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:07.610493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:07.610646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:07.610684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:07.743706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:07.743879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:07.743925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:07.743953] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:07.747421] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-04T20:45:07.747730] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-04T20:45:07.747864] [INFO ] [sig       ] SHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:07.886816] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHC.txt
[2025-12-04T20:45:07.886985] [INFO ] [sig       ] [2833/3547] Completed SHC in 0.4s | 2.92 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-04T20:45:07.887026] [INFO ] [sig       ] [2834/3547] Forecasting SHCO...
[2025-12-04T20:45:07.887054] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-04T20:45:07.887090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-04T20:45:07.900008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-04T20:45:07.900357] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-04T20:45:07.901147] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-04T20:45:07.901199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:07.901231] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:07.901259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:07.901315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:07.961480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:07.962380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:07.962495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:07.962528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:08.085242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:08.085404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:08.085449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:08.085487] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:08.088977] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-04T20:45:08.089251] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-04T20:45:08.089379] [INFO ] [sig       ] SHCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:08.226875] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHCO.txt
[2025-12-04T20:45:08.227045] [INFO ] [sig       ] [2834/3547] Completed SHCO in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-04T20:45:08.227092] [INFO ] [sig       ] [2835/3547] Forecasting SHEL...
[2025-12-04T20:45:08.227121] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-04T20:45:08.227149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-04T20:45:08.238815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-04T20:45:08.239149] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-04T20:45:08.239930] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-04T20:45:08.239980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:08.240011] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:08.240037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:08.240092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:08.298437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:08.299170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:08.299247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:08.299279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:08.419986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:08.420136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:08.420176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:08.420204] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:08.423548] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-04T20:45:08.423854] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-04T20:45:08.423992] [INFO ] [sig       ] SHEL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:08.563145] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHEL.txt
[2025-12-04T20:45:08.563284] [INFO ] [sig       ] [2835/3547] Completed SHEL in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-04T20:45:08.563322] [INFO ] [sig       ] [2836/3547] Forecasting SHEN...
[2025-12-04T20:45:08.563349] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-04T20:45:08.563376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-04T20:45:08.589166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-04T20:45:08.589541] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-04T20:45:08.590344] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-04T20:45:08.590395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:08.590425] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:08.590450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:08.590504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:08.646563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:08.647447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:08.647544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:08.647620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:08.767255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:08.767402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:08.767442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:08.767470] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:08.770846] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-04T20:45:08.771113] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-04T20:45:08.771233] [INFO ] [sig       ] SHEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:08.910038] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHEN.txt
[2025-12-04T20:45:08.910180] [INFO ] [sig       ] [2836/3547] Completed SHEN in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-04T20:45:08.910226] [INFO ] [sig       ] [2837/3547] Forecasting SHFS...
[2025-12-04T20:45:08.910255] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-04T20:45:08.910284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-04T20:45:08.922174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-04T20:45:08.922759] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-04T20:45:08.923945] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-04T20:45:08.923996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:08.924029] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:08.924054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:08.924109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:08.979365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:08.980183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:08.980264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:08.980295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:09.099790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:09.099976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:09.100024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:09.100059] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:09.104553] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-12-04T20:45:09.104922] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-04T20:45:09.105079] [INFO ] [sig       ] SHFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:09.244743] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SHFS.txt
[2025-12-04T20:45:09.244883] [INFO ] [sig       ] [2837/3547] Completed SHFS in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:09.244921] [INFO ] [sig       ] [2838/3547] Forecasting SHG...
[2025-12-04T20:45:09.244948] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-04T20:45:09.244977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-04T20:45:09.257865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-04T20:45:09.258211] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-04T20:45:09.259063] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-04T20:45:09.259115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:09.259146] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:09.259174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:09.259228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:09.317087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:09.317859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:09.317971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:09.318003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:09.446010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:09.446170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:09.446210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:09.446238] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:09.449806] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-04T20:45:09.450082] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-04T20:45:09.450208] [INFO ] [sig       ] SHG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:09.596814] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHG.txt
[2025-12-04T20:45:09.596973] [INFO ] [sig       ] [2838/3547] Completed SHG in 0.4s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:09.597013] [INFO ] [sig       ] [2839/3547] Forecasting SHIP...
[2025-12-04T20:45:09.597041] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-04T20:45:09.597069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-04T20:45:09.608685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-04T20:45:09.609061] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-04T20:45:09.609855] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-04T20:45:09.609914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:09.609950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:09.609978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:09.610033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:09.665139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:09.665992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:09.666072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:09.666102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:09.788552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:09.788722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:09.788762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:09.788789] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:09.792257] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-04T20:45:09.792529] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-04T20:45:09.792667] [INFO ] [sig       ] SHIP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:09.935801] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHIP.txt
[2025-12-04T20:45:09.935986] [INFO ] [sig       ] [2839/3547] Completed SHIP in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:09.936031] [INFO ] [sig       ] [2840/3547] Forecasting SHLS...
[2025-12-04T20:45:09.936060] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-04T20:45:09.936088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-04T20:45:09.947591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-04T20:45:09.947907] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-04T20:45:09.948772] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-04T20:45:09.948822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:09.948852] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:09.948877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:09.948931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:10.005754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:10.006613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:10.006724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:10.006761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:10.130975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:10.131129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:10.131168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:10.131195] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:10.134593] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-12-04T20:45:10.134876] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-04T20:45:10.135003] [INFO ] [sig       ] SHLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:10.274549] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SHLS.txt
[2025-12-04T20:45:10.274710] [INFO ] [sig       ] [2840/3547] Completed SHLS in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:10.274749] [INFO ] [sig       ] [2841/3547] Forecasting SHO...
[2025-12-04T20:45:10.274777] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-04T20:45:10.274807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-04T20:45:10.285914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-04T20:45:10.286218] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-04T20:45:10.286986] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-04T20:45:10.287036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:10.287067] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:10.287093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:10.287160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:10.342271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:10.343113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:10.343192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:10.343222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:10.463198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:10.463357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:10.463395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:10.463422] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:10.466696] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-04T20:45:10.466992] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-04T20:45:10.467112] [INFO ] [sig       ] SHO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:10.606277] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SHO.txt
[2025-12-04T20:45:10.606445] [INFO ] [sig       ] [2841/3547] Completed SHO in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:10.606484] [INFO ] [sig       ] [2842/3547] Forecasting SHOC...
[2025-12-04T20:45:10.606515] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-04T20:45:10.606542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-04T20:45:10.617768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-04T20:45:10.618040] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-04T20:45:10.618865] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-04T20:45:10.618924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:10.618963] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:10.618994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:10.619049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:10.674755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:10.675446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:10.675522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:10.675552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:10.786664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:10.786801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:10.786838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:10.786865] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:10.790135] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-04T20:45:10.790393] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-04T20:45:10.790508] [INFO ] [sig       ] SHOC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:10.927447] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHOC.txt
[2025-12-04T20:45:10.927551] [INFO ] [sig       ] [2842/3547] Completed SHOC in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:10.927605] [INFO ] [sig       ] [2843/3547] Forecasting SHOO...
[2025-12-04T20:45:10.927634] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-04T20:45:10.927662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-04T20:45:10.940323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-04T20:45:10.940660] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-04T20:45:10.941452] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-04T20:45:10.941534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:10.941567] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:10.941613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:10.941668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:11.002062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:11.002963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:11.003046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:11.003078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:11.125134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:11.125303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:11.125348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:11.125376] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:11.128952] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-04T20:45:11.129267] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-04T20:45:11.129403] [INFO ] [sig       ] SHOO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:11.275674] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHOO.txt
[2025-12-04T20:45:11.275804] [INFO ] [sig       ] [2843/3547] Completed SHOO in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:11.275841] [INFO ] [sig       ] [2844/3547] Forecasting SHOP...
[2025-12-04T20:45:11.275869] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-04T20:45:11.275898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-04T20:45:11.287768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-04T20:45:11.288075] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-04T20:45:11.288895] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-04T20:45:11.288958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:11.288990] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:11.289016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:11.289069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:11.344590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:11.345459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:11.345551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:11.345608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:11.468820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:11.468977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:11.469021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:11.469049] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:11.472347] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-04T20:45:11.472618] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-04T20:45:11.472734] [INFO ] [sig       ] SHOP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:11.610817] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHOP.txt
[2025-12-04T20:45:11.610969] [INFO ] [sig       ] [2844/3547] Completed SHOP in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:11.611007] [INFO ] [sig       ] [2845/3547] Forecasting SHPH...
[2025-12-04T20:45:11.611035] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-12-04T20:45:11.611063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-12-04T20:45:11.622181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-12-04T20:45:11.622548] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-12-04T20:45:11.623307] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-12-04T20:45:11.623356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:11.623411] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:11.623438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:11.623492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:11.682782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:11.683643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:11.683725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:11.683758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:11.798877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:11.799062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:11.799101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:11.799127] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:11.802460] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-12-04T20:45:11.802740] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-12-04T20:45:11.802859] [INFO ] [sig       ] SHPH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:11.939777] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHPH.txt
[2025-12-04T20:45:11.939924] [INFO ] [sig       ] [2845/3547] Completed SHPH in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:11.939969] [INFO ] [sig       ] [2846/3547] Forecasting SHY...
[2025-12-04T20:45:11.940004] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-04T20:45:11.940039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-04T20:45:11.951629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-04T20:45:11.951986] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-04T20:45:11.952761] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-04T20:45:11.952810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:11.952840] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:11.952866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:11.952924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:12.008900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:12.009734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:12.009810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:12.009841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:12.129926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:12.130080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:12.130118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:12.130147] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:12.133432] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-12-04T20:45:12.133727] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-04T20:45:12.133852] [INFO ] [sig       ] SHY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:12.270051] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SHY.txt
[2025-12-04T20:45:12.270197] [INFO ] [sig       ] [2846/3547] Completed SHY in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:12.270239] [INFO ] [sig       ] [2847/3547] Forecasting SIBN...
[2025-12-04T20:45:12.270268] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-04T20:45:12.270298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-04T20:45:12.281679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-04T20:45:12.281952] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-04T20:45:12.282774] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-04T20:45:12.282825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:12.282858] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:12.282885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:12.282942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:12.341763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:12.342649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:12.342737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:12.342769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:12.461891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:12.462053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:12.462092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:12.462118] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:12.465412] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-12-04T20:45:12.465718] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-04T20:45:12.465842] [INFO ] [sig       ] SIBN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:12.603522] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SIBN.txt
[2025-12-04T20:45:12.603690] [INFO ] [sig       ] [2847/3547] Completed SIBN in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:12.603728] [INFO ] [sig       ] [2848/3547] Forecasting SID...
[2025-12-04T20:45:12.603757] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-04T20:45:12.603787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-04T20:45:12.615045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-04T20:45:12.615415] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-04T20:45:12.616196] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-04T20:45:12.616245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:12.616275] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:12.616300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:12.616354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:12.672255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:12.673106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:12.673190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:12.673223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:12.790314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:12.790473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:12.790512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:12.790592] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:12.794039] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-04T20:45:12.794380] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-04T20:45:12.794514] [INFO ] [sig       ] SID: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:12.935404] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SID.txt
[2025-12-04T20:45:12.935559] [INFO ] [sig       ] [2848/3547] Completed SID in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:12.935621] [INFO ] [sig       ] [2849/3547] Forecasting SIEB...
[2025-12-04T20:45:12.935651] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-04T20:45:12.935683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-04T20:45:12.949969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-04T20:45:12.950440] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-04T20:45:12.951569] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-04T20:45:12.951660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:12.951710] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:12.951754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:12.951844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:13.017374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:13.018345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:13.018447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:13.018484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:13.133162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:13.133314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:13.133353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:13.133380] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:13.136776] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-04T20:45:13.137087] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-04T20:45:13.137216] [INFO ] [sig       ] SIEB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:13.274106] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SIEB.txt
[2025-12-04T20:45:13.274231] [INFO ] [sig       ] [2849/3547] Completed SIEB in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:13.274268] [INFO ] [sig       ] [2850/3547] Forecasting SIFY...
[2025-12-04T20:45:13.274296] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-04T20:45:13.274324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-04T20:45:13.285980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-04T20:45:13.286275] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-04T20:45:13.287056] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-04T20:45:13.287105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:13.287135] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:13.287160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:13.287213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:13.342463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:13.343343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:13.343435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:13.343466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:13.462469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:13.462607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:13.462661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:13.462689] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:13.465975] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-04T20:45:13.466232] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-04T20:45:13.466348] [INFO ] [sig       ] SIFY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:13.613086] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SIFY.txt
[2025-12-04T20:45:13.613238] [INFO ] [sig       ] [2850/3547] Completed SIFY in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:13.613276] [INFO ] [sig       ] [2851/3547] Forecasting SIG...
[2025-12-04T20:45:13.613305] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-04T20:45:13.613337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-04T20:45:13.627383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-04T20:45:13.627756] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-04T20:45:13.628552] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-04T20:45:13.628627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:13.628662] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:13.628688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:13.628742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:13.694345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:13.695140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:13.695222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:13.695254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:13.809800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:13.809956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:13.809994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:13.810020] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:13.813286] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-04T20:45:13.813553] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-04T20:45:13.813692] [INFO ] [sig       ] SIG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:13.957385] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SIG.txt
[2025-12-04T20:45:13.957533] [INFO ] [sig       ] [2851/3547] Completed SIG in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-04T20:45:13.957589] [INFO ] [sig       ] [2852/3547] Forecasting SIGA...
[2025-12-04T20:45:13.957620] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-04T20:45:13.957648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-04T20:45:13.968983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-04T20:45:13.969320] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-04T20:45:13.970125] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-04T20:45:13.970176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:13.970207] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:13.970234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:13.970288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:14.028181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:14.029044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:14.029130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:14.029162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:14.157135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:14.157291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:14.157329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:14.157356] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:14.160799] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-04T20:45:14.161079] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-04T20:45:14.161201] [INFO ] [sig       ] SIGA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:14.302092] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SIGA.txt
[2025-12-04T20:45:14.302222] [INFO ] [sig       ] [2852/3547] Completed SIGA in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-04T20:45:14.302258] [INFO ] [sig       ] [2853/3547] Forecasting SIGI...
[2025-12-04T20:45:14.302286] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-04T20:45:14.302314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-04T20:45:14.313441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-04T20:45:14.313845] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-04T20:45:14.314655] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-04T20:45:14.314706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:14.314737] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:14.314765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:14.314821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:14.372640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:14.373476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:14.373558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:14.373611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:14.491255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:14.491404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:14.491441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:14.491468] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:14.494770] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-04T20:45:14.495045] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-04T20:45:14.495167] [INFO ] [sig       ] SIGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:14.633152] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SIGI.txt
[2025-12-04T20:45:14.633298] [INFO ] [sig       ] [2853/3547] Completed SIGI in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-04T20:45:14.633336] [INFO ] [sig       ] [2854/3547] Forecasting SII...
[2025-12-04T20:45:14.633364] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-04T20:45:14.633393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-04T20:45:14.644377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-04T20:45:14.644669] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-04T20:45:14.645416] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-04T20:45:14.645464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:14.645504] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:14.645530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:14.645600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:14.701197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:14.702022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:14.702100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:14.702130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:14.814610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:14.814753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:14.814805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:14.814844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:14.818602] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-04T20:45:14.818908] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-04T20:45:14.819039] [INFO ] [sig       ] SII: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:14.954069] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SII.txt
[2025-12-04T20:45:14.954183] [INFO ] [sig       ] [2854/3547] Completed SII in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:14.954219] [INFO ] [sig       ] [2855/3547] Forecasting SIMO...
[2025-12-04T20:45:14.954247] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-04T20:45:14.954275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-04T20:45:14.964920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-04T20:45:14.965178] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-04T20:45:14.965932] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-04T20:45:14.965987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:14.966017] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:14.966044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:14.966098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:15.020963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:15.021570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:15.021684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:15.021715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:15.137956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:15.138109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:15.138147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:15.138173] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:15.141436] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2025-12-04T20:45:15.141708] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-04T20:45:15.141823] [INFO ] [sig       ] SIMO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:15.279668] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SIMO.txt
[2025-12-04T20:45:15.279817] [INFO ] [sig       ] [2855/3547] Completed SIMO in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:15.279855] [INFO ] [sig       ] [2856/3547] Forecasting SIRI...
[2025-12-04T20:45:15.279883] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-04T20:45:15.279911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-04T20:45:15.291079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-04T20:45:15.291430] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-04T20:45:15.292199] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-04T20:45:15.292248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:15.292278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:15.292304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:15.292357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:15.349498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:15.350433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:15.350568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:15.350620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:15.470661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:15.470801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:15.470841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:15.470868] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:15.474245] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-04T20:45:15.474536] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-04T20:45:15.474682] [INFO ] [sig       ] SIRI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:15.609376] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SIRI.txt
[2025-12-04T20:45:15.609484] [INFO ] [sig       ] [2856/3547] Completed SIRI in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:15.609519] [INFO ] [sig       ] [2857/3547] Forecasting SITC...
[2025-12-04T20:45:15.609547] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-04T20:45:15.609591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-04T20:45:15.620677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-04T20:45:15.620957] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-04T20:45:15.621775] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-04T20:45:15.621826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:15.621857] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:15.621883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:15.621939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:15.678392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:15.679000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:15.679081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:15.679112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:15.798853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:15.799006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:15.799043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:15.799069] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:15.802331] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=56.94%)
[2025-12-04T20:45:15.802607] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-04T20:45:15.802722] [INFO ] [sig       ] SITC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:15.941370] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SITC.txt
[2025-12-04T20:45:15.941524] [INFO ] [sig       ] [2857/3547] Completed SITC in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:15.941567] [INFO ] [sig       ] [2858/3547] Forecasting SITE...
[2025-12-04T20:45:15.941617] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-04T20:45:15.941645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-04T20:45:15.952808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-04T20:45:15.953056] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-04T20:45:15.953809] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-04T20:45:15.953858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:15.953888] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:15.953913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:15.953979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:16.008892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:16.009639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:16.009717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:16.009748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:16.125254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:16.125410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:16.125449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:16.125476] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:16.128783] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-04T20:45:16.129040] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-04T20:45:16.129160] [INFO ] [sig       ] SITE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:16.264829] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SITE.txt
[2025-12-04T20:45:16.264956] [INFO ] [sig       ] [2858/3547] Completed SITE in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:16.264993] [INFO ] [sig       ] [2859/3547] Forecasting SITM...
[2025-12-04T20:45:16.265021] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-04T20:45:16.265049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-04T20:45:16.275958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-04T20:45:16.276228] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-04T20:45:16.277111] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-04T20:45:16.277161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:16.277190] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:16.277215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:16.277269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:16.332240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:16.332840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:16.332914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:16.332944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:16.453801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:16.453925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:16.453960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:16.453986] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:16.457159] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-04T20:45:16.457419] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-04T20:45:16.457558] [INFO ] [sig       ] SITM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:16.592667] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SITM.txt
[2025-12-04T20:45:16.592779] [INFO ] [sig       ] [2859/3547] Completed SITM in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:16.592814] [INFO ] [sig       ] [2860/3547] Forecasting SIXG...
[2025-12-04T20:45:16.592842] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-04T20:45:16.592869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-04T20:45:16.603637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-04T20:45:16.603900] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-04T20:45:16.604653] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-04T20:45:16.604701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:16.604731] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:16.604757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:16.604811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:16.662407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:16.663057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:16.663133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:16.663164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:16.777116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:16.777245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:16.777281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:16.777308] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:16.780515] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-12-04T20:45:16.780787] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-04T20:45:16.780901] [INFO ] [sig       ] SIXG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:16.917014] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SIXG.txt
[2025-12-04T20:45:16.917129] [INFO ] [sig       ] [2860/3547] Completed SIXG in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:16.917165] [INFO ] [sig       ] [2861/3547] Forecasting SJM...
[2025-12-04T20:45:16.917193] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-04T20:45:16.917220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-04T20:45:16.930014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-04T20:45:16.930427] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-04T20:45:16.931504] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-04T20:45:16.931557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:16.931612] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:16.931651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:16.931724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:16.998133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:16.998871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:16.998961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:16.999012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:17.121853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:17.121956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:17.122004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:17.122055] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:17.125508] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-04T20:45:17.125807] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-04T20:45:17.125932] [INFO ] [sig       ] SJM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:17.268452] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SJM.txt
[2025-12-04T20:45:17.268589] [INFO ] [sig       ] [2861/3547] Completed SJM in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:17.268628] [INFO ] [sig       ] [2862/3547] Forecasting SKE...
[2025-12-04T20:45:17.268657] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-04T20:45:17.268685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-04T20:45:17.279930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-04T20:45:17.280241] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-04T20:45:17.281004] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-04T20:45:17.281053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:17.281117] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:17.281144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:17.281199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:17.338683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:17.339327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:17.339404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:17.339435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:17.459491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:17.459664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:17.459709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:17.459744] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:17.463785] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-04T20:45:17.464155] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-04T20:45:17.464293] [INFO ] [sig       ] SKE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:17.610697] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SKE.txt
[2025-12-04T20:45:17.610838] [INFO ] [sig       ] [2862/3547] Completed SKE in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:17.610876] [INFO ] [sig       ] [2863/3547] Forecasting SKIL...
[2025-12-04T20:45:17.610903] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-04T20:45:17.610931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-04T20:45:17.621900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-04T20:45:17.622161] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-04T20:45:17.622920] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-04T20:45:17.622969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:17.623001] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:17.623032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:17.623098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:17.680457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:17.681075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:17.681163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:17.681196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:17.797229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:17.797376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:17.797414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:17.797441] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:17.800775] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-04T20:45:17.801034] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-04T20:45:17.801150] [INFO ] [sig       ] SKIL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:17.938640] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SKIL.txt
[2025-12-04T20:45:17.938761] [INFO ] [sig       ] [2863/3547] Completed SKIL in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:17.938797] [INFO ] [sig       ] [2864/3547] Forecasting SKIN...
[2025-12-04T20:45:17.938824] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-04T20:45:17.938853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-04T20:45:17.949942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-04T20:45:17.950200] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-04T20:45:17.950948] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-04T20:45:17.950997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:17.951031] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:17.951059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:17.951112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:18.006443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:18.007020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:18.007095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:18.007126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:18.126328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:18.126437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:18.126474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:18.126500] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:18.129766] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-12-04T20:45:18.130022] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-04T20:45:18.130137] [INFO ] [sig       ] SKIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:18.266820] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SKIN.txt
[2025-12-04T20:45:18.266970] [INFO ] [sig       ] [2864/3547] Completed SKIN in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:18.267010] [INFO ] [sig       ] [2865/3547] Forecasting SKLZ...
[2025-12-04T20:45:18.267042] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-04T20:45:18.267073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-04T20:45:18.277978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-04T20:45:18.278303] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-04T20:45:18.279066] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-04T20:45:18.279114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:18.279158] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:18.279184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:18.279237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:18.337708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:18.338551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:18.338649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:18.338681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:18.460117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:18.460263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:18.460301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:18.460357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:18.463652] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-04T20:45:18.463911] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-04T20:45:18.464030] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:18.602481] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SKLZ.txt
[2025-12-04T20:45:18.602619] [INFO ] [sig       ] [2865/3547] Completed SKLZ in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:18.602658] [INFO ] [sig       ] [2866/3547] Forecasting SKM...
[2025-12-04T20:45:18.602685] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-04T20:45:18.602714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-04T20:45:18.614027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-04T20:45:18.614312] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-04T20:45:18.615072] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-04T20:45:18.615121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:18.615150] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:18.615176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:18.615229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:18.670557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:18.671156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:18.671230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:18.671260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:18.790431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:18.790599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:18.790638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:18.790665] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:18.793936] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=71.69%)
[2025-12-04T20:45:18.794191] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-04T20:45:18.794309] [INFO ] [sig       ] SKM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:18.932228] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SKM.txt
[2025-12-04T20:45:18.932334] [INFO ] [sig       ] [2866/3547] Completed SKM in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:18.932369] [INFO ] [sig       ] [2867/3547] Forecasting SKRE...
[2025-12-04T20:45:18.932398] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-04T20:45:18.932424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-04T20:45:18.943454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-04T20:45:18.943737] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-04T20:45:18.944488] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-04T20:45:18.944537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:18.944599] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:18.944630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:18.944702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:19.001097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:19.001782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:19.001856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:19.001887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:19.117399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:19.117550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:19.117606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:19.117635] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:19.120998] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-04T20:45:19.121262] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-04T20:45:19.121378] [INFO ] [sig       ] SKRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:19.261154] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SKRE.txt
[2025-12-04T20:45:19.261273] [INFO ] [sig       ] [2867/3547] Completed SKRE in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:19.261308] [INFO ] [sig       ] [2868/3547] Forecasting SKWD...
[2025-12-04T20:45:19.261336] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-04T20:45:19.261365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-04T20:45:19.273617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-04T20:45:19.273981] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-04T20:45:19.274783] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-04T20:45:19.274832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:19.274863] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:19.274889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:19.274942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:19.333035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:19.333921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:19.334003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:19.334035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:19.462720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:19.462894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:19.462935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:19.462963] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:19.466395] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2025-12-04T20:45:19.466695] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-04T20:45:19.466823] [INFO ] [sig       ] SKWD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:19.602863] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SKWD.txt
[2025-12-04T20:45:19.603018] [INFO ] [sig       ] [2868/3547] Completed SKWD in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:19.603063] [INFO ] [sig       ] [2869/3547] Forecasting SKY...
[2025-12-04T20:45:19.603097] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-04T20:45:19.603139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-04T20:45:19.614392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-04T20:45:19.614731] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-04T20:45:19.615477] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-04T20:45:19.615526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:19.615556] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:19.615610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:19.615667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:19.672443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:19.673309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:19.673395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:19.673428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:19.795663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:19.795830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:19.795871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:19.795898] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:19.799250] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-04T20:45:19.799515] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-04T20:45:19.799652] [INFO ] [sig       ] SKY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:19.939944] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SKY.txt
[2025-12-04T20:45:19.940081] [INFO ] [sig       ] [2869/3547] Completed SKY in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-04T20:45:19.940117] [INFO ] [sig       ] [2870/3547] Forecasting SKYE...
[2025-12-04T20:45:19.940145] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-04T20:45:19.940173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-04T20:45:19.952454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-04T20:45:19.952815] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-04T20:45:19.953623] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-04T20:45:19.953674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:19.953706] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:19.953732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:19.953788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:20.012440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:20.013381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:20.013473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:20.013504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:20.140756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:20.140910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:20.140954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:20.140984] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:20.144340] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-12-04T20:45:20.144633] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-04T20:45:20.144757] [INFO ] [sig       ] SKYE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:20.289641] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SKYE.txt
[2025-12-04T20:45:20.289868] [INFO ] [sig       ] [2870/3547] Completed SKYE in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-04T20:45:20.289911] [INFO ] [sig       ] [2871/3547] Forecasting SKYH...
[2025-12-04T20:45:20.289941] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-04T20:45:20.289971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-04T20:45:20.304743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-04T20:45:20.305332] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-04T20:45:20.306378] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-04T20:45:20.306446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:20.306479] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:20.306505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:20.306562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:20.364785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:20.365902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:20.366001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:20.366032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:20.484880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:20.485099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:20.485141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:20.485169] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:20.488920] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-04T20:45:20.489243] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-04T20:45:20.489375] [INFO ] [sig       ] SKYH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:20.630887] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SKYH.txt
[2025-12-04T20:45:20.631097] [INFO ] [sig       ] [2871/3547] Completed SKYH in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-04T20:45:20.631136] [INFO ] [sig       ] [2872/3547] Forecasting SKYX...
[2025-12-04T20:45:20.631167] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-04T20:45:20.631197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-04T20:45:20.644314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-04T20:45:20.644799] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-04T20:45:20.645655] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-04T20:45:20.645704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:20.645734] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:20.645760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:20.645815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:20.702123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:20.703105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:20.703239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:20.703271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:20.823928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:20.824164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:20.824209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:20.824265] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:20.828088] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-04T20:45:20.828432] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-04T20:45:20.828568] [INFO ] [sig       ] SKYX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:20.974396] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SKYX.txt
[2025-12-04T20:45:20.974622] [INFO ] [sig       ] [2872/3547] Completed SKYX in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:20.974666] [INFO ] [sig       ] [2873/3547] Forecasting SKYY...
[2025-12-04T20:45:20.974696] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-04T20:45:20.974729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-04T20:45:20.988409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-04T20:45:20.988975] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-04T20:45:20.989879] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-04T20:45:20.989933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:20.989967] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:20.989993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:20.990049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:21.048292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:21.049432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:21.049591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:21.049627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:21.179631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:21.179931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:21.179976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:21.180004] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:21.183774] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-12-04T20:45:21.184082] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-04T20:45:21.184232] [INFO ] [sig       ] SKYY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:21.328113] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SKYY.txt
[2025-12-04T20:45:21.328646] [INFO ] [sig       ] [2873/3547] Completed SKYY in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:21.328715] [INFO ] [sig       ] [2874/3547] Forecasting SLAB...
[2025-12-04T20:45:21.328750] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-04T20:45:21.328782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-04T20:45:21.342947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-04T20:45:21.343504] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-04T20:45:21.344416] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-04T20:45:21.344467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:21.344499] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:21.344525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:21.344608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:21.403335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:21.404781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:21.404970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:21.405049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:21.530809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:21.531038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:21.531082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:21.531110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:21.534849] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-04T20:45:21.535189] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-04T20:45:21.535333] [INFO ] [sig       ] SLAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:21.681239] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLAB.txt
[2025-12-04T20:45:21.681452] [INFO ] [sig       ] [2874/3547] Completed SLAB in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:21.681496] [INFO ] [sig       ] [2875/3547] Forecasting SLB...
[2025-12-04T20:45:21.681524] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-04T20:45:21.681553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-04T20:45:21.695279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-04T20:45:21.695771] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-04T20:45:21.696698] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-04T20:45:21.696752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:21.696785] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:21.696810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:21.696866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:21.758508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:21.759763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:21.759906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:21.759942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:21.890973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:21.891213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:21.891260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:21.891289] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:21.895692] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-04T20:45:21.896024] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-04T20:45:21.896169] [INFO ] [sig       ] SLB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:22.042707] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SLB.txt
[2025-12-04T20:45:22.042969] [INFO ] [sig       ] [2875/3547] Completed SLB in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:22.043015] [INFO ] [sig       ] [2876/3547] Forecasting SLDB...
[2025-12-04T20:45:22.043044] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-04T20:45:22.043073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-04T20:45:22.056019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-04T20:45:22.056471] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-04T20:45:22.057360] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-04T20:45:22.057411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:22.057444] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:22.057469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:22.057590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:22.116736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:22.117867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:22.117963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:22.117997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:22.241207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:22.241433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:22.241478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:22.241505] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:22.245117] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-04T20:45:22.245410] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-04T20:45:22.245540] [INFO ] [sig       ] SLDB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:22.386294] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLDB.txt
[2025-12-04T20:45:22.386502] [INFO ] [sig       ] [2876/3547] Completed SLDB in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:22.386543] [INFO ] [sig       ] [2877/3547] Forecasting SLDP...
[2025-12-04T20:45:22.386588] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-04T20:45:22.386621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-04T20:45:22.401484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-04T20:45:22.402065] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-04T20:45:22.402985] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-04T20:45:22.403038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:22.403069] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:22.403095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:22.403152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:22.460531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:22.461709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:22.461816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:22.461849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:22.578794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:22.579039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:22.579085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:22.579112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:22.582966] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-04T20:45:22.583300] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-04T20:45:22.583439] [INFO ] [sig       ] SLDP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:22.729245] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLDP.txt
[2025-12-04T20:45:22.729454] [INFO ] [sig       ] [2877/3547] Completed SLDP in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:22.729496] [INFO ] [sig       ] [2878/3547] Forecasting SLF...
[2025-12-04T20:45:22.729527] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-04T20:45:22.729558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-04T20:45:22.743396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-04T20:45:22.743984] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-04T20:45:22.744856] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-04T20:45:22.744927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:22.744960] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:22.745049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:22.745107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:22.808868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:22.809983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:22.810078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:22.810111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:22.943468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:22.943697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:22.943742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:22.943772] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:22.947609] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-04T20:45:22.947906] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-04T20:45:22.948040] [INFO ] [sig       ] SLF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:23.093416] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SLF.txt
[2025-12-04T20:45:23.093600] [INFO ] [sig       ] [2878/3547] Completed SLF in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:23.093639] [INFO ] [sig       ] [2879/3547] Forecasting SLG...
[2025-12-04T20:45:23.093668] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-04T20:45:23.093696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-04T20:45:23.105912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-04T20:45:23.106361] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-04T20:45:23.107209] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-04T20:45:23.107262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:23.107322] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:23.107349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:23.107405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:23.167004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:23.167861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:23.167945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:23.167976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:23.287352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:23.287513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:23.287553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:23.287598] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:23.290990] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-12-04T20:45:23.291261] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-04T20:45:23.291383] [INFO ] [sig       ] SLG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:23.438759] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SLG.txt
[2025-12-04T20:45:23.439018] [INFO ] [sig       ] [2879/3547] Completed SLG in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:23.439064] [INFO ] [sig       ] [2880/3547] Forecasting SLGN...
[2025-12-04T20:45:23.439096] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-04T20:45:23.439137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-04T20:45:23.452218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-04T20:45:23.452703] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-04T20:45:23.453658] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-04T20:45:23.453712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:23.453745] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:23.453772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:23.453830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:23.513086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:23.514349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:23.514459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:23.514493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:23.639760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:23.640016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:23.640075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:23.640105] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:23.643933] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-04T20:45:23.644251] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-04T20:45:23.644390] [INFO ] [sig       ] SLGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:23.854373] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLGN.txt
[2025-12-04T20:45:23.854522] [INFO ] [sig       ] [2880/3547] Completed SLGN in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:23.854559] [INFO ] [sig       ] [2881/3547] Forecasting SLM...
[2025-12-04T20:45:23.854606] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-04T20:45:23.854636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-04T20:45:23.866759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-04T20:45:23.867087] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-04T20:45:23.867896] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-04T20:45:23.867948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:23.867980] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:23.868006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:23.868062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:23.926106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:23.926794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:23.926872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:23.926904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:24.057226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:24.057379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:24.057418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:24.057445] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:24.060799] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-04T20:45:24.061064] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-04T20:45:24.061183] [INFO ] [sig       ] SLM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:24.198362] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLM.txt
[2025-12-04T20:45:24.198500] [INFO ] [sig       ] [2881/3547] Completed SLM in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:24.198537] [INFO ] [sig       ] [2882/3547] Forecasting SLN...
[2025-12-04T20:45:24.198566] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-04T20:45:24.198614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-04T20:45:24.209269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-04T20:45:24.209550] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-04T20:45:24.210338] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-04T20:45:24.210387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:24.210417] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:24.210442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:24.210495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:24.266240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:24.266930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:24.267007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:24.267038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:24.387481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:24.387643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:24.387686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:24.387747] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:24.391163] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-04T20:45:24.391441] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-04T20:45:24.392038] [INFO ] [sig       ] SLN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:24.541935] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SLN.txt
[2025-12-04T20:45:24.542115] [INFO ] [sig       ] [2882/3547] Completed SLN in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:24.542154] [INFO ] [sig       ] [2883/3547] Forecasting SLNO...
[2025-12-04T20:45:24.542182] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-04T20:45:24.542212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-04T20:45:24.554800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-04T20:45:24.555136] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-04T20:45:24.556137] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-04T20:45:24.556187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:24.556216] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:24.556240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:24.556298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:24.612038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:24.612911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:24.612987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:24.613018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:24.735765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:24.735922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:24.735962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:24.735990] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:24.739472] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=44.46%)
[2025-12-04T20:45:24.739777] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-04T20:45:24.739897] [INFO ] [sig       ] SLNO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:24.876758] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLNO.txt
[2025-12-04T20:45:24.876887] [INFO ] [sig       ] [2883/3547] Completed SLNO in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:24.876922] [INFO ] [sig       ] [2884/3547] Forecasting SLP...
[2025-12-04T20:45:24.876950] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-04T20:45:24.876977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-04T20:45:24.887905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-04T20:45:24.888203] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-04T20:45:24.889029] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-04T20:45:24.889080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:24.889112] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:24.889143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:24.889213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:24.947804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:24.949095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:24.949201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:24.949233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:25.066960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:25.067192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:25.067235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:25.067263] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:25.071126] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-12-04T20:45:25.071449] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-04T20:45:25.071600] [INFO ] [sig       ] SLP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:25.208899] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLP.txt
[2025-12-04T20:45:25.209102] [INFO ] [sig       ] [2884/3547] Completed SLP in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:25.209144] [INFO ] [sig       ] [2885/3547] Forecasting SLQD...
[2025-12-04T20:45:25.209173] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-04T20:45:25.209204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-04T20:45:25.223062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-04T20:45:25.223548] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-04T20:45:25.224426] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-04T20:45:25.224478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:25.224509] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:25.224535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:25.224611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:25.282477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:25.283390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:25.283484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:25.283516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:25.403393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:25.403564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:25.403624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:25.403653] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:25.407206] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-12-04T20:45:25.407498] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-04T20:45:25.407642] [INFO ] [sig       ] SLQD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:25.546980] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SLQD.txt
[2025-12-04T20:45:25.547122] [INFO ] [sig       ] [2885/3547] Completed SLQD in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:25.547159] [INFO ] [sig       ] [2886/3547] Forecasting SLRC...
[2025-12-04T20:45:25.547187] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-04T20:45:25.547218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-04T20:45:25.560151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-04T20:45:25.560552] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-04T20:45:25.561432] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-04T20:45:25.561482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:25.561514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:25.561539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:25.561627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:25.621210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:25.622026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:25.622108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:25.622139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:25.738919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:25.739095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:25.739140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:25.739166] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:25.742609] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=46.09%)
[2025-12-04T20:45:25.742907] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-04T20:45:25.743046] [INFO ] [sig       ] SLRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:25.890907] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLRC.txt
[2025-12-04T20:45:25.891054] [INFO ] [sig       ] [2886/3547] Completed SLRC in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-04T20:45:25.891093] [INFO ] [sig       ] [2887/3547] Forecasting SLS...
[2025-12-04T20:45:25.891121] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-04T20:45:25.891150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-04T20:45:25.907769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-04T20:45:25.908511] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-04T20:45:25.909487] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-04T20:45:25.909550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:25.909616] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:25.909645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:25.909705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:25.967043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:25.968209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:25.968466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:25.968512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:26.088283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:26.088524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:26.088593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:26.088629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:26.092491] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=30.69%)
[2025-12-04T20:45:26.092810] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-04T20:45:26.092946] [INFO ] [sig       ] SLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:26.232862] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLS.txt
[2025-12-04T20:45:26.233083] [INFO ] [sig       ] [2887/3547] Completed SLS in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-04T20:45:26.233125] [INFO ] [sig       ] [2888/3547] Forecasting SLVM...
[2025-12-04T20:45:26.233152] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-04T20:45:26.233182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-04T20:45:26.245261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-04T20:45:26.245695] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-04T20:45:26.246620] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-04T20:45:26.246670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:26.246700] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:26.246725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:26.246780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:26.301882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:26.302850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:26.302941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:26.302972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:26.425313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:26.425589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:26.425640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:26.425667] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:26.429532] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-04T20:45:26.429862] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-04T20:45:26.430000] [INFO ] [sig       ] SLVM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:26.571656] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLVM.txt
[2025-12-04T20:45:26.571870] [INFO ] [sig       ] [2888/3547] Completed SLVM in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-04T20:45:26.571909] [INFO ] [sig       ] [2889/3547] Forecasting SLVO...
[2025-12-04T20:45:26.571938] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-04T20:45:26.571968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-04T20:45:26.584763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-04T20:45:26.585169] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-04T20:45:26.585977] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-04T20:45:26.586026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:26.586068] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:26.586096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:26.586149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:26.646628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:26.647635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:26.647771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:26.647808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:26.767679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:26.767830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:26.767869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:26.767896] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:26.771244] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-04T20:45:26.771503] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-04T20:45:26.771663] [INFO ] [sig       ] SLVO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:26.909391] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SLVO.txt
[2025-12-04T20:45:26.909516] [INFO ] [sig       ] [2889/3547] Completed SLVO in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:26.909553] [INFO ] [sig       ] [2890/3547] Forecasting SLXN...
[2025-12-04T20:45:26.909598] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-04T20:45:26.909628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-04T20:45:26.922742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-04T20:45:26.923232] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-04T20:45:26.924157] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-04T20:45:26.924209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:26.924241] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:26.924266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:26.924323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:26.981478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:26.982617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:26.982713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:26.982745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:27.099549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:27.099788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:27.099831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:27.099861] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:27.103472] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-04T20:45:27.103777] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-04T20:45:27.103904] [INFO ] [sig       ] SLXN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:27.253844] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SLXN.txt
[2025-12-04T20:45:27.254109] [INFO ] [sig       ] [2890/3547] Completed SLXN in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:27.254155] [INFO ] [sig       ] [2891/3547] Forecasting SM...
[2025-12-04T20:45:27.254184] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-04T20:45:27.254213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-04T20:45:27.267508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-04T20:45:27.267908] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-04T20:45:27.268739] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-04T20:45:27.268788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:27.268819] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:27.268845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:27.268911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:27.328603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:27.329749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:27.329853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:27.329887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:27.462165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:27.462393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:27.462438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:27.462466] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:27.466382] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-12-04T20:45:27.466708] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-04T20:45:27.466848] [INFO ] [sig       ] SM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:27.615081] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SM.txt
[2025-12-04T20:45:27.615268] [INFO ] [sig       ] [2891/3547] Completed SM in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:27.615308] [INFO ] [sig       ] [2892/3547] Forecasting SMBC...
[2025-12-04T20:45:27.615336] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-04T20:45:27.615365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-04T20:45:27.627767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-04T20:45:27.628145] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-04T20:45:27.629103] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-04T20:45:27.629154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:27.629186] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:27.629213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:27.629272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:27.687858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:27.688870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:27.688968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:27.689002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:27.806654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:27.806886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:27.806933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:27.806963] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:27.811304] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-12-04T20:45:27.811747] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-04T20:45:27.811907] [INFO ] [sig       ] SMBC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:27.956261] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SMBC.txt
[2025-12-04T20:45:27.956505] [INFO ] [sig       ] [2892/3547] Completed SMBC in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:27.956556] [INFO ] [sig       ] [2893/3547] Forecasting SMBK...
[2025-12-04T20:45:27.956610] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-04T20:45:27.956642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-04T20:45:27.969525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-04T20:45:27.969972] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-04T20:45:27.970888] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-04T20:45:27.970939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:27.970971] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:27.970998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:27.971056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:28.029378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:28.030434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:28.030533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:28.030567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:28.150972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:28.151212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:28.151260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:28.151288] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:28.155138] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-04T20:45:28.155450] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-04T20:45:28.155602] [INFO ] [sig       ] SMBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:28.300255] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SMBK.txt
[2025-12-04T20:45:28.300452] [INFO ] [sig       ] [2893/3547] Completed SMBK in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:28.300494] [INFO ] [sig       ] [2894/3547] Forecasting SMCI...
[2025-12-04T20:45:28.300524] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-04T20:45:28.300556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-04T20:45:28.314045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-04T20:45:28.314569] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-04T20:45:28.315461] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-04T20:45:28.315515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:28.315546] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:28.315599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:28.315660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:28.376940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:28.378163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:28.378282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:28.378320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:28.510078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:28.510304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:28.510350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:28.510379] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:28.514357] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-04T20:45:28.514680] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-04T20:45:28.514847] [INFO ] [sig       ] SMCI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:28.669018] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SMCI.txt
[2025-12-04T20:45:28.669193] [INFO ] [sig       ] [2894/3547] Completed SMCI in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:28.669235] [INFO ] [sig       ] [2895/3547] Forecasting SMCX...
[2025-12-04T20:45:28.669264] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-04T20:45:28.669292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-04T20:45:28.680243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-04T20:45:28.680516] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-04T20:45:28.681319] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-04T20:45:28.681368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:28.681400] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:28.681425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:28.681479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:28.736897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:28.737528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:28.737620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:28.737653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:28.865104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:28.865229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:28.865267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:28.865296] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:28.868683] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-04T20:45:28.868945] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-04T20:45:28.869066] [INFO ] [sig       ] SMCX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:29.006084] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SMCX.txt
[2025-12-04T20:45:29.006211] [INFO ] [sig       ] [2895/3547] Completed SMCX in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:29.006247] [INFO ] [sig       ] [2896/3547] Forecasting SMFG...
[2025-12-04T20:45:29.006275] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-04T20:45:29.006305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-04T20:45:29.018384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-04T20:45:29.018792] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-04T20:45:29.019714] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-04T20:45:29.019768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:29.019830] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:29.019859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:29.019928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:29.077033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:29.077886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:29.077971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:29.078003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:29.204177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:29.204366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:29.204430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:29.204461] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:29.208762] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-04T20:45:29.209207] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-04T20:45:29.209394] [INFO ] [sig       ] SMFG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:29.351517] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SMFG.txt
[2025-12-04T20:45:29.351704] [INFO ] [sig       ] [2896/3547] Completed SMFG in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:29.351745] [INFO ] [sig       ] [2897/3547] Forecasting SMH...
[2025-12-04T20:45:29.351775] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-04T20:45:29.351805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-04T20:45:29.363048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-04T20:45:29.363340] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-04T20:45:29.364135] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-04T20:45:29.364187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:29.364220] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:29.364247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:29.364312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:29.422160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:29.423010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:29.423092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:29.423125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:29.548775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:29.548935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:29.548977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:29.549005] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:29.552789] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-04T20:45:29.553136] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-04T20:45:29.553294] [INFO ] [sig       ] SMH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:29.695596] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SMH.txt
[2025-12-04T20:45:29.695749] [INFO ] [sig       ] [2897/3547] Completed SMH in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:29.695789] [INFO ] [sig       ] [2898/3547] Forecasting SMHI...
[2025-12-04T20:45:29.695816] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-04T20:45:29.695845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-04T20:45:29.711296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-04T20:45:29.711835] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-04T20:45:29.712957] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-04T20:45:29.713024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:29.713070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:29.713111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:29.713196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:29.780199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:29.781105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:29.781208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:29.781240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:29.899939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:29.900097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:29.900137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:29.900165] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:29.903535] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-04T20:45:29.903817] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-04T20:45:29.903934] [INFO ] [sig       ] SMHI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:30.048433] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SMHI.txt
[2025-12-04T20:45:30.048610] [INFO ] [sig       ] [2898/3547] Completed SMHI in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:30.048655] [INFO ] [sig       ] [2899/3547] Forecasting SMHX...
[2025-12-04T20:45:30.048684] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-04T20:45:30.048714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-04T20:45:30.060268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-04T20:45:30.060612] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-04T20:45:30.061361] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-04T20:45:30.061411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:30.061441] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:30.061466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:30.061524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:30.116280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:30.116975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:30.117052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:30.117082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:30.239610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:30.239760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:30.239799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:30.239862] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:30.243220] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-12-04T20:45:30.243502] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-04T20:45:30.243642] [INFO ] [sig       ] SMHX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:30.380465] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SMHX.txt
[2025-12-04T20:45:30.380623] [INFO ] [sig       ] [2899/3547] Completed SMHX in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:30.380664] [INFO ] [sig       ] [2900/3547] Forecasting SMID...
[2025-12-04T20:45:30.380692] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-04T20:45:30.380720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-04T20:45:30.391257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-04T20:45:30.391590] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-04T20:45:30.392334] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-04T20:45:30.392384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:30.392425] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:30.392452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:30.392505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:30.447892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:30.448637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:30.448716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:30.448749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:30.554241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:30.554381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:30.554424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:30.554452] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:30.557831] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-12-04T20:45:30.558097] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-04T20:45:30.558217] [INFO ] [sig       ] SMID: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:30.695308] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SMID.txt
[2025-12-04T20:45:30.695437] [INFO ] [sig       ] [2900/3547] Completed SMID in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:30.695474] [INFO ] [sig       ] [2901/3547] Forecasting SMPL...
[2025-12-04T20:45:30.695501] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-04T20:45:30.695529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-04T20:45:30.706852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-04T20:45:30.707174] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-04T20:45:30.707958] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-04T20:45:30.708008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:30.708040] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:30.708065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:30.708119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:30.763781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:30.764422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:30.764506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:30.764536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:30.883162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:30.883309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:30.883348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:30.883375] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:30.886637] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-12-04T20:45:30.886914] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-04T20:45:30.887031] [INFO ] [sig       ] SMPL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:31.026213] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SMPL.txt
[2025-12-04T20:45:31.026369] [INFO ] [sig       ] [2901/3547] Completed SMPL in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:31.026407] [INFO ] [sig       ] [2902/3547] Forecasting SMTC...
[2025-12-04T20:45:31.026436] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-04T20:45:31.026466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-04T20:45:31.038198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-04T20:45:31.038607] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-04T20:45:31.039382] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-04T20:45:31.039433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:31.039466] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:31.039493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:31.039549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:31.096632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:31.097381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:31.097462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:31.097496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:31.219500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:31.219768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:31.219821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:31.219852] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:31.223649] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-12-04T20:45:31.223949] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-04T20:45:31.224085] [INFO ] [sig       ] SMTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:31.370451] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SMTC.txt
[2025-12-04T20:45:31.370720] [INFO ] [sig       ] [2902/3547] Completed SMTC in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:31.370781] [INFO ] [sig       ] [2903/3547] Forecasting SMTI...
[2025-12-04T20:45:31.370814] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-04T20:45:31.370845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-04T20:45:31.383248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-04T20:45:31.383653] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-04T20:45:31.384509] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-04T20:45:31.384559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:31.384620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:31.384647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:31.384703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:31.440168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:31.441323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:31.441416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:31.441497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:31.560881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:31.561118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:31.561163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:31.561191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:31.565006] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-04T20:45:31.565300] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-04T20:45:31.565430] [INFO ] [sig       ] SMTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:31.707337] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SMTI.txt
[2025-12-04T20:45:31.707528] [INFO ] [sig       ] [2903/3547] Completed SMTI in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:31.707638] [INFO ] [sig       ] [2904/3547] Forecasting SMWB...
[2025-12-04T20:45:31.707682] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-04T20:45:31.707713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-04T20:45:31.720524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-04T20:45:31.721071] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-04T20:45:31.721977] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-04T20:45:31.722027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:31.722058] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:31.722084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:31.722140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:31.779232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:31.780312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:31.780406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:31.780440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:31.905331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:31.905618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:31.905669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:31.905698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:31.909637] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-04T20:45:31.909992] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-04T20:45:31.910147] [INFO ] [sig       ] SMWB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:32.057923] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SMWB.txt
[2025-12-04T20:45:32.058132] [INFO ] [sig       ] [2904/3547] Completed SMWB in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-04T20:45:32.058174] [INFO ] [sig       ] [2905/3547] Forecasting SMX...
[2025-12-04T20:45:32.058202] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-04T20:45:32.058235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-04T20:45:32.071321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-04T20:45:32.071840] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-04T20:45:32.072747] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-04T20:45:32.072796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:32.072827] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:32.072852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:32.072907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:32.131434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:32.132528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:32.132639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:32.132674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:32.232200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:32.232388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:32.232432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:32.232469] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:32.236431] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-04T20:45:32.236806] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-04T20:45:32.236955] [INFO ] [sig       ] SMX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:32.388506] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SMX.txt
[2025-12-04T20:45:32.388722] [INFO ] [sig       ] [2905/3547] Completed SMX in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-04T20:45:32.388764] [INFO ] [sig       ] [2906/3547] Forecasting SN...
[2025-12-04T20:45:32.388795] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-04T20:45:32.388826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-04T20:45:32.405695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-04T20:45:32.406445] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-04T20:45:32.407731] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-04T20:45:32.407799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:32.407905] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:32.407951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:32.408027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:32.475316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:32.476698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:32.476884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:32.476921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:32.608075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:32.608328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:32.608378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:32.608408] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:32.612218] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-04T20:45:32.612519] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-04T20:45:32.612669] [INFO ] [sig       ] SN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:32.753773] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SN.txt
[2025-12-04T20:45:32.753977] [INFO ] [sig       ] [2906/3547] Completed SN in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-04T20:45:32.754020] [INFO ] [sig       ] [2907/3547] Forecasting SNA...
[2025-12-04T20:45:32.754048] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-04T20:45:32.754078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-04T20:45:32.768171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-04T20:45:32.768867] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-04T20:45:32.770223] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-04T20:45:32.770282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:32.770325] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:32.770359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:32.770419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:32.832631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:32.833905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:32.834029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:32.834075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:32.964432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:32.964673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:32.964717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:32.964772] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:32.968475] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-12-04T20:45:32.968780] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-04T20:45:32.968909] [INFO ] [sig       ] SNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:33.112336] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNA.txt
[2025-12-04T20:45:33.112511] [INFO ] [sig       ] [2907/3547] Completed SNA in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:33.112550] [INFO ] [sig       ] [2908/3547] Forecasting SNAP...
[2025-12-04T20:45:33.112594] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-04T20:45:33.112626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-04T20:45:33.125874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-04T20:45:33.126287] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-04T20:45:33.127182] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-04T20:45:33.127232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:33.127262] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:33.127287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:33.127342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:33.186724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:33.187808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:33.187909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:33.187943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:33.309793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:33.310013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:33.310058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:33.310085] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:33.313828] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-04T20:45:33.314129] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-04T20:45:33.314263] [INFO ] [sig       ] SNAP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:33.460838] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNAP.txt
[2025-12-04T20:45:33.461047] [INFO ] [sig       ] [2908/3547] Completed SNAP in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:33.461096] [INFO ] [sig       ] [2909/3547] Forecasting SNCY...
[2025-12-04T20:45:33.461135] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-04T20:45:33.461169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-04T20:45:33.474669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-04T20:45:33.475113] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-04T20:45:33.475907] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-04T20:45:33.475956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:33.475986] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:33.476011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:33.476063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:33.532267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:33.533129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:33.533211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:33.533244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:33.653291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:33.653446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:33.653488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:33.653514] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:33.656822] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-04T20:45:33.657081] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-04T20:45:33.657197] [INFO ] [sig       ] SNCY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:33.798628] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNCY.txt
[2025-12-04T20:45:33.798840] [INFO ] [sig       ] [2909/3547] Completed SNCY in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:33.798884] [INFO ] [sig       ] [2910/3547] Forecasting SND...
[2025-12-04T20:45:33.798913] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-04T20:45:33.798943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-04T20:45:33.816903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-04T20:45:33.817642] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-04T20:45:33.818678] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-04T20:45:33.818733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:33.818767] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:33.818794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:33.818852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:33.877989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:33.879242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:33.879363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:33.879399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:34.000393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:34.000648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:34.000700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:34.000730] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:34.004946] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-04T20:45:34.005389] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-04T20:45:34.005555] [INFO ] [sig       ] SND: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:34.153023] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SND.txt
[2025-12-04T20:45:34.153205] [INFO ] [sig       ] [2910/3547] Completed SND in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:34.153245] [INFO ] [sig       ] [2911/3547] Forecasting SNDL...
[2025-12-04T20:45:34.153273] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-04T20:45:34.153305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-04T20:45:34.167166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-04T20:45:34.167698] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-04T20:45:34.168626] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-04T20:45:34.168678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:34.168710] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:34.168737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:34.168810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:34.229103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:34.230083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:34.230170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:34.230202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:34.352941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:34.353109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:34.353150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:34.353180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:34.356880] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-04T20:45:34.357208] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-04T20:45:34.357344] [INFO ] [sig       ] SNDL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:34.499526] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNDL.txt
[2025-12-04T20:45:34.499674] [INFO ] [sig       ] [2911/3547] Completed SNDL in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:34.499711] [INFO ] [sig       ] [2912/3547] Forecasting SNDX...
[2025-12-04T20:45:34.499737] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-04T20:45:34.499766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-04T20:45:34.511156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-04T20:45:34.511457] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-04T20:45:34.512232] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-04T20:45:34.512281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:34.512311] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:34.512336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:34.512389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:34.571651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:34.572615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:34.572703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:34.572737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:34.704798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:34.704982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:34.705031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:34.705062] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:34.708594] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-04T20:45:34.708872] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-04T20:45:34.708997] [INFO ] [sig       ] SNDX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:34.861548] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SNDX.txt
[2025-12-04T20:45:34.861731] [INFO ] [sig       ] [2912/3547] Completed SNDX in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:34.861778] [INFO ] [sig       ] [2913/3547] Forecasting SNES...
[2025-12-04T20:45:34.861819] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-04T20:45:34.861852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-04T20:45:34.873361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-04T20:45:34.873814] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-04T20:45:34.874704] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-04T20:45:34.874788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:34.874863] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:34.874894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:34.874954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:34.931807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:34.932783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:34.932881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:34.932915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:35.051908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:35.052068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:35.052109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:35.052136] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:35.055913] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-04T20:45:35.056244] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-04T20:45:35.056381] [INFO ] [sig       ] SNES: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:35.197163] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SNES.txt
[2025-12-04T20:45:35.197311] [INFO ] [sig       ] [2913/3547] Completed SNES in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:35.197348] [INFO ] [sig       ] [2914/3547] Forecasting SNEX...
[2025-12-04T20:45:35.197378] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-04T20:45:35.197407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-04T20:45:35.210652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-04T20:45:35.211150] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-04T20:45:35.211959] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-04T20:45:35.212008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:35.212039] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:35.212063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:35.212116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:35.267213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:35.268079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:35.268165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:35.268195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:35.385593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:35.385754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:35.385792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:35.385819] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:35.390108] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=69.51%)
[2025-12-04T20:45:35.390638] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-04T20:45:35.390823] [INFO ] [sig       ] SNEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:35.527693] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNEX.txt
[2025-12-04T20:45:35.527839] [INFO ] [sig       ] [2914/3547] Completed SNEX in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:35.527878] [INFO ] [sig       ] [2915/3547] Forecasting SNFCA...
[2025-12-04T20:45:35.527904] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-04T20:45:35.527933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-04T20:45:35.541787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-04T20:45:35.542444] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-04T20:45:35.543556] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-04T20:45:35.543636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:35.543682] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:35.543741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:35.543806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:35.601711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:35.603012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:35.603112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:35.603144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:35.727015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:35.727175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:35.727217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:35.727245] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:35.730770] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=59.62%)
[2025-12-04T20:45:35.731037] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-04T20:45:35.731157] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:35.870840] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNFCA.txt
[2025-12-04T20:45:35.870952] [INFO ] [sig       ] [2915/3547] Completed SNFCA in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:35.870988] [INFO ] [sig       ] [2916/3547] Forecasting SNGX...
[2025-12-04T20:45:35.871015] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-04T20:45:35.871045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-04T20:45:35.882290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-04T20:45:35.882544] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-04T20:45:35.883311] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-04T20:45:35.883362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:35.883392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:35.883418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:35.883472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:35.942358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:35.943403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:35.943497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:35.943534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:36.061584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:36.061732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:36.061769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:36.061849] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:36.065226] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-12-04T20:45:36.065495] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-04T20:45:36.065641] [INFO ] [sig       ] SNGX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:36.204283] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SNGX.txt
[2025-12-04T20:45:36.204524] [INFO ] [sig       ] [2916/3547] Completed SNGX in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:36.204587] [INFO ] [sig       ] [2917/3547] Forecasting SNN...
[2025-12-04T20:45:36.204621] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-04T20:45:36.204654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-04T20:45:36.219377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-04T20:45:36.219801] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-04T20:45:36.220617] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-04T20:45:36.220668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:36.220698] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:36.220723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:36.220776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:36.276810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:36.277436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:36.277518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:36.277548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:36.397977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:36.398081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:36.398115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:36.398141] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:36.401285] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2025-12-04T20:45:36.401592] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-04T20:45:36.401716] [INFO ] [sig       ] SNN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:36.539204] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SNN.txt
[2025-12-04T20:45:36.539315] [INFO ] [sig       ] [2917/3547] Completed SNN in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:36.539350] [INFO ] [sig       ] [2918/3547] Forecasting SNOA...
[2025-12-04T20:45:36.539378] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-04T20:45:36.539404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-04T20:45:36.551799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-04T20:45:36.552237] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-04T20:45:36.553149] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-04T20:45:36.553200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:36.553231] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:36.553257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:36.553312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:36.609107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:36.610145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:36.610235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:36.610266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:36.729603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:36.729769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:36.729808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:36.729835] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:36.733255] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-12-04T20:45:36.733538] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-04T20:45:36.733682] [INFO ] [sig       ] SNOA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:36.873245] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNOA.txt
[2025-12-04T20:45:36.873394] [INFO ] [sig       ] [2918/3547] Completed SNOA in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:36.873432] [INFO ] [sig       ] [2919/3547] Forecasting SNPS...
[2025-12-04T20:45:36.873460] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-04T20:45:36.873489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-04T20:45:36.885101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-04T20:45:36.885417] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-04T20:45:36.886209] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-04T20:45:36.886261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:36.886292] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:36.886319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:36.886373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:36.943021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:36.943797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:36.943897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:36.943929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:37.065274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:37.065423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:37.065463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:37.065488] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:37.068938] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-12-04T20:45:37.069202] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-04T20:45:37.069324] [INFO ] [sig       ] SNPS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:37.207795] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SNPS.txt
[2025-12-04T20:45:37.207920] [INFO ] [sig       ] [2919/3547] Completed SNPS in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:37.207956] [INFO ] [sig       ] [2920/3547] Forecasting SNTI...
[2025-12-04T20:45:37.207982] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-04T20:45:37.208011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-04T20:45:37.218792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-04T20:45:37.219078] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-04T20:45:37.219865] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-04T20:45:37.219915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:37.219944] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:37.219968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:37.220021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:37.276811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:37.278098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:37.278199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:37.278232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:37.406552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:37.406776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:37.406824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:37.406852] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:37.410591] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-12-04T20:45:37.410936] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-04T20:45:37.411090] [INFO ] [sig       ] SNTI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:37.554008] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNTI.txt
[2025-12-04T20:45:37.554189] [INFO ] [sig       ] [2920/3547] Completed SNTI in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:37.554230] [INFO ] [sig       ] [2921/3547] Forecasting SNX...
[2025-12-04T20:45:37.554258] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-04T20:45:37.554286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-04T20:45:37.566739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-04T20:45:37.567122] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-04T20:45:37.567951] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-04T20:45:37.568001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:37.568032] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:37.568057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:37.568112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:37.628485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:37.629330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:37.629410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:37.629441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:37.759357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:37.759522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:37.759590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:37.759632] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:37.764204] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-04T20:45:37.764623] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-04T20:45:37.764788] [INFO ] [sig       ] SNX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:37.922779] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SNX.txt
[2025-12-04T20:45:37.922971] [INFO ] [sig       ] [2921/3547] Completed SNX in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-04T20:45:37.923025] [INFO ] [sig       ] [2922/3547] Forecasting SNY...
[2025-12-04T20:45:37.923066] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-04T20:45:37.923106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-04T20:45:37.937933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-04T20:45:37.938413] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-04T20:45:37.939464] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-04T20:45:37.939526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:37.939568] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:37.939635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:37.939718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:38.014827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:38.015751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:38.015832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:38.015865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:38.134999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:38.135157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:38.135198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:38.135226] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:38.138563] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-04T20:45:38.138850] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-04T20:45:38.138971] [INFO ] [sig       ] SNY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:38.279024] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SNY.txt
[2025-12-04T20:45:38.279189] [INFO ] [sig       ] [2922/3547] Completed SNY in 0.4s | 2.92 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-04T20:45:38.279243] [INFO ] [sig       ] [2923/3547] Forecasting SO...
[2025-12-04T20:45:38.279273] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-04T20:45:38.279301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-04T20:45:38.291168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-04T20:45:38.291499] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-04T20:45:38.292311] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-04T20:45:38.292362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:38.292392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:38.292419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:38.292473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:38.352132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:38.353021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:38.353140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:38.353174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:38.472991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:38.473150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:38.473191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:38.473217] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:38.476628] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=82.76%)
[2025-12-04T20:45:38.476931] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-04T20:45:38.477059] [INFO ] [sig       ] SO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:38.635005] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SO.txt
[2025-12-04T20:45:38.635165] [INFO ] [sig       ] [2923/3547] Completed SO in 0.4s | 2.92 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-04T20:45:38.635203] [INFO ] [sig       ] [2924/3547] Forecasting SOCL...
[2025-12-04T20:45:38.635235] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-04T20:45:38.635266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-04T20:45:38.646166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-04T20:45:38.646485] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-04T20:45:38.647287] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-04T20:45:38.647337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:38.647378] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:38.647404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:38.647458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:38.704082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:38.704924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:38.705019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:38.705051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:38.808613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:38.808762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:38.808800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:38.808827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:38.812133] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-12-04T20:45:38.812388] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-04T20:45:38.812503] [INFO ] [sig       ] SOCL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:38.950047] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SOCL.txt
[2025-12-04T20:45:38.950175] [INFO ] [sig       ] [2924/3547] Completed SOCL in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-04T20:45:38.950211] [INFO ] [sig       ] [2925/3547] Forecasting SOFI...
[2025-12-04T20:45:38.950238] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-04T20:45:38.950265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-04T20:45:38.961126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-04T20:45:38.961418] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-04T20:45:38.962177] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-04T20:45:38.962225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:38.962254] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:38.962279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:38.962332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:39.018525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:39.019235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:39.019311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:39.019342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:39.139225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:39.139361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:39.139399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:39.139425] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:39.142714] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2025-12-04T20:45:39.142967] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-04T20:45:39.143082] [INFO ] [sig       ] SOFI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:39.278910] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SOFI.txt
[2025-12-04T20:45:39.279036] [INFO ] [sig       ] [2925/3547] Completed SOFI in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:39.279073] [INFO ] [sig       ] [2926/3547] Forecasting SOGP...
[2025-12-04T20:45:39.279101] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-04T20:45:39.279128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-04T20:45:39.289795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-04T20:45:39.290064] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-04T20:45:39.290819] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-04T20:45:39.290867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:39.290897] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:39.290922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:39.290976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:39.346370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:39.347017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:39.347091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:39.347122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:39.459464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:39.459634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:39.459680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:39.459710] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:39.463098] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-04T20:45:39.463368] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-04T20:45:39.463489] [INFO ] [sig       ] SOGP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:39.607419] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SOGP.txt
[2025-12-04T20:45:39.607552] [INFO ] [sig       ] [2926/3547] Completed SOGP in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:39.607606] [INFO ] [sig       ] [2927/3547] Forecasting SOJC...
[2025-12-04T20:45:39.607636] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-04T20:45:39.607664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-04T20:45:39.618824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-04T20:45:39.619102] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-04T20:45:39.620012] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-04T20:45:39.620061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:39.620092] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:39.620117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:39.620171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:39.676590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:39.677207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:39.677284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:39.677317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:39.794585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:39.794714] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:45:39.794752] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:39.794780] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:39.798086] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-04T20:45:39.798364] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-04T20:45:39.798482] [INFO ] [sig       ] SOJC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:39.941987] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SOJC.txt
[2025-12-04T20:45:39.942117] [INFO ] [sig       ] [2927/3547] Completed SOJC in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:39.942161] [INFO ] [sig       ] [2928/3547] Forecasting SOJD...
[2025-12-04T20:45:39.942192] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-04T20:45:39.942222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-04T20:45:39.953432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-04T20:45:39.953736] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-04T20:45:39.954540] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-04T20:45:39.954615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:39.954651] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:39.954679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:39.954737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:40.010178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:40.010852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:40.010927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:40.010958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:40.126663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:40.126798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:40.126835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:40.126861] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:40.130058] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-12-04T20:45:40.130318] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-04T20:45:40.130432] [INFO ] [sig       ] SOJD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:40.265154] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SOJD.txt
[2025-12-04T20:45:40.265284] [INFO ] [sig       ] [2928/3547] Completed SOJD in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:40.265321] [INFO ] [sig       ] [2929/3547] Forecasting SOJE...
[2025-12-04T20:45:40.265349] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-04T20:45:40.265377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-04T20:45:40.276505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-04T20:45:40.276808] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-04T20:45:40.277541] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-04T20:45:40.277607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:40.277639] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:40.277664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:40.277719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:40.332410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:40.333044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:40.333118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:40.333149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:40.452361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:40.452532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:40.452585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:40.452617] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:40.455964] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-04T20:45:40.456240] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-04T20:45:40.456386] [INFO ] [sig       ] SOJE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:40.593727] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SOJE.txt
[2025-12-04T20:45:40.593860] [INFO ] [sig       ] [2929/3547] Completed SOJE in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:40.593898] [INFO ] [sig       ] [2930/3547] Forecasting SOL...
[2025-12-04T20:45:40.593926] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-04T20:45:40.593954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-04T20:45:40.605355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-04T20:45:40.605678] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-04T20:45:40.606410] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-04T20:45:40.606459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:40.606513] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:40.606539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:40.606612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:40.661737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:40.662387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:40.662461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:40.662492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:40.777300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:40.777455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:40.777493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:40.777520] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:40.781060] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-12-04T20:45:40.781367] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-04T20:45:40.781495] [INFO ] [sig       ] SOL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:40.918475] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SOL.txt
[2025-12-04T20:45:40.918625] [INFO ] [sig       ] [2930/3547] Completed SOL in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:40.918665] [INFO ] [sig       ] [2931/3547] Forecasting SON...
[2025-12-04T20:45:40.918694] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-04T20:45:40.918723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-04T20:45:40.929771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-04T20:45:40.930047] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-04T20:45:40.930800] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-04T20:45:40.930850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:40.930880] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:40.930906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:40.930961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:40.985352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:40.985993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:40.986071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:40.986103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:41.102736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:41.102885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:41.102941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:41.102969] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:41.106295] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2025-12-04T20:45:41.106592] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-04T20:45:41.106716] [INFO ] [sig       ] SON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:41.244552] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SON.txt
[2025-12-04T20:45:41.244696] [INFO ] [sig       ] [2931/3547] Completed SON in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:41.244733] [INFO ] [sig       ] [2932/3547] Forecasting SONO...
[2025-12-04T20:45:41.244760] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-04T20:45:41.244788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-04T20:45:41.256682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-04T20:45:41.257016] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-04T20:45:41.257808] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-04T20:45:41.257859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:41.257891] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:41.257917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:41.257973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:41.313107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:41.313868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:41.313948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:41.313981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:41.431656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:41.431803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:41.431842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:41.431869] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:41.435108] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-04T20:45:41.435366] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-04T20:45:41.435486] [INFO ] [sig       ] SONO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:41.572519] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SONO.txt
[2025-12-04T20:45:41.572662] [INFO ] [sig       ] [2932/3547] Completed SONO in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:41.572700] [INFO ] [sig       ] [2933/3547] Forecasting SOPA...
[2025-12-04T20:45:41.572728] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-04T20:45:41.572755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-04T20:45:41.584736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-04T20:45:41.585039] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-04T20:45:41.585798] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-04T20:45:41.585847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:41.585876] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:41.585900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:41.585953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:41.641009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:41.641703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:41.641795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:41.641825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:41.762408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:41.762560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:41.762618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:41.762679] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:41.766095] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-04T20:45:41.766375] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-04T20:45:41.766504] [INFO ] [sig       ] SOPA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:41.912098] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SOPA.txt
[2025-12-04T20:45:41.912229] [INFO ] [sig       ] [2933/3547] Completed SOPA in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:41.912265] [INFO ] [sig       ] [2934/3547] Forecasting SOPH...
[2025-12-04T20:45:41.912294] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-04T20:45:41.912321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-04T20:45:41.923830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-04T20:45:41.924151] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-04T20:45:41.924975] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-04T20:45:41.925034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:41.925074] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:41.925109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:41.925186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:41.986117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:41.986974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:41.987062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:41.987097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:42.107131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:42.107282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:42.107323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:42.107352] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:42.110874] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-04T20:45:42.111184] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-04T20:45:42.111323] [INFO ] [sig       ] SOPH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:42.249387] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SOPH.txt
[2025-12-04T20:45:42.249522] [INFO ] [sig       ] [2934/3547] Completed SOPH in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:42.249558] [INFO ] [sig       ] [2935/3547] Forecasting SOUN...
[2025-12-04T20:45:42.249605] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-04T20:45:42.249637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-04T20:45:42.261756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-04T20:45:42.262094] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-04T20:45:42.262884] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-04T20:45:42.262934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:42.262977] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:42.263003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:42.263057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:42.318069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:42.318838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:42.318919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:42.318950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:42.436989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:42.437155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:42.437194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:42.437221] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:42.440618] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-04T20:45:42.440882] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-04T20:45:42.441005] [INFO ] [sig       ] SOUN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:42.578286] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SOUN.txt
[2025-12-04T20:45:42.578432] [INFO ] [sig       ] [2935/3547] Completed SOUN in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:42.578468] [INFO ] [sig       ] [2936/3547] Forecasting SOXQ...
[2025-12-04T20:45:42.578496] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-04T20:45:42.578526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-04T20:45:42.589986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-04T20:45:42.590286] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-04T20:45:42.591083] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-04T20:45:42.591133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:42.591162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:42.591187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:42.591240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:42.646183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:42.646779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:42.646853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:42.646884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:42.767566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:42.767679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:42.767713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:42.767739] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:42.770775] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-04T20:45:42.771027] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-04T20:45:42.771144] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:42.907784] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SOXQ.txt
[2025-12-04T20:45:42.907937] [INFO ] [sig       ] [2936/3547] Completed SOXQ in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:42.907974] [INFO ] [sig       ] [2937/3547] Forecasting SOXX...
[2025-12-04T20:45:42.908001] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-04T20:45:42.908030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-04T20:45:42.919423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-04T20:45:42.919786] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-04T20:45:42.920520] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-04T20:45:42.920570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:42.920625] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:42.920651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:42.920705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:42.975757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:42.976506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:42.976601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:42.976638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:43.098021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:43.098174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:43.098211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:43.098237] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:43.101535] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2025-12-04T20:45:43.101807] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-04T20:45:43.101929] [INFO ] [sig       ] SOXX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:43.237487] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SOXX.txt
[2025-12-04T20:45:43.237633] [INFO ] [sig       ] [2937/3547] Completed SOXX in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:43.237673] [INFO ] [sig       ] [2938/3547] Forecasting SPAI...
[2025-12-04T20:45:43.237700] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-04T20:45:43.237728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-04T20:45:43.250364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-04T20:45:43.250701] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-04T20:45:43.251467] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-04T20:45:43.251517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:43.251548] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:43.251594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:43.251660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:43.308301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:43.309012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:43.309088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:43.309118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:43.428913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:43.429149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:43.429193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:43.429223] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:43.433193] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-04T20:45:43.433526] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-04T20:45:43.433693] [INFO ] [sig       ] SPAI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:43.575099] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPAI.txt
[2025-12-04T20:45:43.575307] [INFO ] [sig       ] [2938/3547] Completed SPAI in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:43.575346] [INFO ] [sig       ] [2939/3547] Forecasting SPB...
[2025-12-04T20:45:43.575385] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-04T20:45:43.575414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-04T20:45:43.587175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-04T20:45:43.587527] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-04T20:45:43.588414] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-04T20:45:43.588464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:43.588495] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:43.588521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:43.588599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:43.645817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:43.646819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:43.646906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:43.646938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:43.767723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:43.767892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:43.767933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:43.767960] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:43.771485] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-04T20:45:43.771774] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-04T20:45:43.771896] [INFO ] [sig       ] SPB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:43.914438] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPB.txt
[2025-12-04T20:45:43.914610] [INFO ] [sig       ] [2939/3547] Completed SPB in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-04T20:45:43.914651] [INFO ] [sig       ] [2940/3547] Forecasting SPCB...
[2025-12-04T20:45:43.914678] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-04T20:45:43.914706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-04T20:45:43.925382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-04T20:45:43.925684] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-04T20:45:43.926435] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-04T20:45:43.926484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:43.926512] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:43.926538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:43.926609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:43.981986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:43.982856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:43.982973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:43.983005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:44.106181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:44.106359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:44.106399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:44.106425] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:44.109800] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=42.36%)
[2025-12-04T20:45:44.110069] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-04T20:45:44.110187] [INFO ] [sig       ] SPCB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:44.247030] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPCB.txt
[2025-12-04T20:45:44.247156] [INFO ] [sig       ] [2940/3547] Completed SPCB in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-04T20:45:44.247193] [INFO ] [sig       ] [2941/3547] Forecasting SPCE...
[2025-12-04T20:45:44.247220] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-04T20:45:44.247248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-04T20:45:44.259535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-04T20:45:44.259959] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-04T20:45:44.260754] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-04T20:45:44.260804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:44.260834] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:44.260860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:44.260913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:44.320198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:44.321093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:44.321178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:44.321212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:44.438906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:44.439048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:44.439085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:44.439110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:44.442380] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-04T20:45:44.442655] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-04T20:45:44.442774] [INFO ] [sig       ] SPCE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:44.584708] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPCE.txt
[2025-12-04T20:45:44.584845] [INFO ] [sig       ] [2941/3547] Completed SPCE in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-04T20:45:44.584881] [INFO ] [sig       ] [2942/3547] Forecasting SPE...
[2025-12-04T20:45:44.584909] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-04T20:45:44.584936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-04T20:45:44.596081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-04T20:45:44.596376] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-04T20:45:44.597164] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-04T20:45:44.597212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:44.597242] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:44.597267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:44.597321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:44.653486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:44.654162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:44.654240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:44.654273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:44.770316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:44.770474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:44.770514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:44.770558] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:44.773836] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-04T20:45:44.774095] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-04T20:45:44.774211] [INFO ] [sig       ] SPE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:44.910629] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPE.txt
[2025-12-04T20:45:44.910757] [INFO ] [sig       ] [2942/3547] Completed SPE in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:44.910794] [INFO ] [sig       ] [2943/3547] Forecasting SPFI...
[2025-12-04T20:45:44.910822] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-04T20:45:44.910850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-04T20:45:44.922448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-04T20:45:44.922820] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-04T20:45:44.923627] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-04T20:45:44.923678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:44.923709] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:44.923734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:44.923787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:44.988593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:44.989425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:44.989510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:44.989542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:45.107420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:45.107585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:45.107628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:45.107660] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:45.111194] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-12-04T20:45:45.111473] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-04T20:45:45.111618] [INFO ] [sig       ] SPFI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:45.253445] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPFI.txt
[2025-12-04T20:45:45.253626] [INFO ] [sig       ] [2943/3547] Completed SPFI in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:45.253668] [INFO ] [sig       ] [2944/3547] Forecasting SPG...
[2025-12-04T20:45:45.253699] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-04T20:45:45.253729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-04T20:45:45.266443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-04T20:45:45.266896] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-04T20:45:45.267701] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-04T20:45:45.267752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:45.267783] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:45.267808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:45.267863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:45.326074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:45.327007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:45.327095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:45.327145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:45.449942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:45.450099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:45.450140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:45.450169] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:45.453587] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-04T20:45:45.453857] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-04T20:45:45.453979] [INFO ] [sig       ] SPG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:45.599320] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPG.txt
[2025-12-04T20:45:45.599450] [INFO ] [sig       ] [2944/3547] Completed SPG in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:45.599487] [INFO ] [sig       ] [2945/3547] Forecasting SPGI...
[2025-12-04T20:45:45.599514] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-04T20:45:45.599543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-04T20:45:45.611896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-04T20:45:45.612220] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-04T20:45:45.613038] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-04T20:45:45.613090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:45.613133] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:45.613173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:45.613235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:45.671251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:45.671933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:45.672026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:45.672057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:45.794836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:45.794988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:45.795028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:45.795056] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:45.799494] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=69.06%)
[2025-12-04T20:45:45.799793] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-04T20:45:45.799919] [INFO ] [sig       ] SPGI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:45.941273] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPGI.txt
[2025-12-04T20:45:45.941412] [INFO ] [sig       ] [2945/3547] Completed SPGI in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:45.941450] [INFO ] [sig       ] [2946/3547] Forecasting SPH...
[2025-12-04T20:45:45.941479] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-04T20:45:45.941509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-04T20:45:45.953962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-04T20:45:45.954270] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-04T20:45:45.955113] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-04T20:45:45.955164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:45.955196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:45.955234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:45.955290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:46.013153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:46.013863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:46.013941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:46.013973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:46.132785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:46.132940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:46.132980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:46.133009] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:46.136414] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-04T20:45:46.136714] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-04T20:45:46.136840] [INFO ] [sig       ] SPH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:46.279008] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPH.txt
[2025-12-04T20:45:46.279161] [INFO ] [sig       ] [2946/3547] Completed SPH in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:46.279203] [INFO ] [sig       ] [2947/3547] Forecasting SPNS...
[2025-12-04T20:45:46.279234] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-04T20:45:46.279263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-04T20:45:46.290309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-04T20:45:46.290621] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-04T20:45:46.291367] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-04T20:45:46.291416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:46.291472] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:46.291499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:46.291553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:46.346640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:46.347414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:46.347490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:46.347522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:46.465815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:46.465970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:46.466009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:46.466035] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:46.469316] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-12-04T20:45:46.469591] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-04T20:45:46.469710] [INFO ] [sig       ] SPNS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:46.607349] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPNS.txt
[2025-12-04T20:45:46.607485] [INFO ] [sig       ] [2947/3547] Completed SPNS in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:46.607522] [INFO ] [sig       ] [2948/3547] Forecasting SPOK...
[2025-12-04T20:45:46.607550] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-04T20:45:46.607627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-04T20:45:46.618977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-04T20:45:46.619348] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-04T20:45:46.620248] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-04T20:45:46.620308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:46.620346] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:46.620378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:46.620454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:46.678026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:46.678922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:46.679002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:46.679033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:46.798709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:46.798857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:46.798903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:46.798939] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:46.802445] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-04T20:45:46.802741] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-04T20:45:46.802867] [INFO ] [sig       ] SPOK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:46.942236] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPOK.txt
[2025-12-04T20:45:46.942392] [INFO ] [sig       ] [2948/3547] Completed SPOK in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:46.942434] [INFO ] [sig       ] [2949/3547] Forecasting SPRC...
[2025-12-04T20:45:46.942463] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-04T20:45:46.942493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-04T20:45:46.953250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-04T20:45:46.953597] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-04T20:45:46.954387] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-04T20:45:46.954438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:46.954468] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:46.954498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:46.954591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:47.012197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:47.012928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:47.013006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:47.013037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:47.134812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:47.134966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:47.135005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:47.135032] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:47.138537] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-04T20:45:47.138856] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-04T20:45:47.138980] [INFO ] [sig       ] SPRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:47.281616] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPRC.txt
[2025-12-04T20:45:47.281756] [INFO ] [sig       ] [2949/3547] Completed SPRC in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:47.281795] [INFO ] [sig       ] [2950/3547] Forecasting SPRO...
[2025-12-04T20:45:47.281823] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-04T20:45:47.281859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-04T20:45:47.292905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-04T20:45:47.293190] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-04T20:45:47.293948] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-04T20:45:47.293997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:47.294026] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:47.294052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:47.294105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:47.351424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:47.352203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:47.352284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:47.352316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:47.479425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:47.479558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:47.479621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:47.479682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:47.483222] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-04T20:45:47.483487] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-04T20:45:47.483625] [INFO ] [sig       ] SPRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:47.625210] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPRO.txt
[2025-12-04T20:45:47.625334] [INFO ] [sig       ] [2950/3547] Completed SPRO in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:47.625382] [INFO ] [sig       ] [2951/3547] Forecasting SPRX...
[2025-12-04T20:45:47.625425] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-04T20:45:47.625470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-04T20:45:47.637114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-04T20:45:47.637427] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-04T20:45:47.638274] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-04T20:45:47.638326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:47.638361] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:47.638396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:47.638452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:47.696440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:47.697090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:47.697169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:47.697200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:47.818700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:47.818874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:47.818921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:47.818949] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:47.822901] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-12-04T20:45:47.823169] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-04T20:45:47.823288] [INFO ] [sig       ] SPRX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:47.963928] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPRX.txt
[2025-12-04T20:45:47.964062] [INFO ] [sig       ] [2951/3547] Completed SPRX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:47.964098] [INFO ] [sig       ] [2952/3547] Forecasting SPRY...
[2025-12-04T20:45:47.964126] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-04T20:45:47.964154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-04T20:45:47.975523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-04T20:45:47.975826] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-04T20:45:47.976562] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-04T20:45:47.976627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:47.976658] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:47.976682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:47.976736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:48.031531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:48.032165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:48.032239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:48.032269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:48.149894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:48.150048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:48.150086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:48.150117] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:48.153404] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-04T20:45:48.153677] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-04T20:45:48.153797] [INFO ] [sig       ] SPRY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:48.304823] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPRY.txt
[2025-12-04T20:45:48.305019] [INFO ] [sig       ] [2952/3547] Completed SPRY in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:48.305059] [INFO ] [sig       ] [2953/3547] Forecasting SPSC...
[2025-12-04T20:45:48.305089] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-04T20:45:48.305118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-04T20:45:48.317597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-04T20:45:48.318007] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-04T20:45:48.318907] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-04T20:45:48.318960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:48.318991] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:48.319015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:48.319068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:48.376771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:48.377702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:48.377788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:48.377821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:48.497024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:48.497178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:48.497216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:48.497243] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:48.500676] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-04T20:45:48.500946] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-04T20:45:48.501066] [INFO ] [sig       ] SPSC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:48.639637] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPSC.txt
[2025-12-04T20:45:48.639772] [INFO ] [sig       ] [2953/3547] Completed SPSC in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:48.639810] [INFO ] [sig       ] [2954/3547] Forecasting SPWH...
[2025-12-04T20:45:48.639838] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-04T20:45:48.639866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-04T20:45:48.651746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-04T20:45:48.652093] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-04T20:45:48.652971] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-04T20:45:48.653025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:48.653056] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:48.653081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:48.653135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:48.710169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:48.711027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:48.711110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:48.711141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:48.839698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:48.839879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:48.839922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:48.839950] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:48.843875] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-04T20:45:48.844240] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-04T20:45:48.844400] [INFO ] [sig       ] SPWH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:48.992058] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SPWH.txt
[2025-12-04T20:45:48.992217] [INFO ] [sig       ] [2954/3547] Completed SPWH in 0.4s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:48.992258] [INFO ] [sig       ] [2955/3547] Forecasting SPXC...
[2025-12-04T20:45:48.992290] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-04T20:45:48.992320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-04T20:45:49.004807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-04T20:45:49.005149] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-04T20:45:49.005968] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-04T20:45:49.006018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:49.006049] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:49.006074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:49.006128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:49.064766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:49.065509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:49.065606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:49.065641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:49.190012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:49.190164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:49.190205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:49.190232] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:49.193657] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-12-04T20:45:49.193966] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-04T20:45:49.194087] [INFO ] [sig       ] SPXC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:49.329467] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPXC.txt
[2025-12-04T20:45:49.329604] [INFO ] [sig       ] [2955/3547] Completed SPXC in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:49.329644] [INFO ] [sig       ] [2956/3547] Forecasting SPXX...
[2025-12-04T20:45:49.329672] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-04T20:45:49.329700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-04T20:45:49.341694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-04T20:45:49.342078] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-04T20:45:49.342922] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-04T20:45:49.342973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:49.343005] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:49.343030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:49.343084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:49.405598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:49.406490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:49.406591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:49.406626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:49.531527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:49.531707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:49.531747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:49.531773] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:49.537029] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-12-04T20:45:49.537711] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-04T20:45:49.537939] [INFO ] [sig       ] SPXX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:49.699514] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SPXX.txt
[2025-12-04T20:45:49.699815] [INFO ] [sig       ] [2956/3547] Completed SPXX in 0.4s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:49.699880] [INFO ] [sig       ] [2957/3547] Forecasting SQM...
[2025-12-04T20:45:49.699925] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-04T20:45:49.699971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-04T20:45:49.717035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-04T20:45:49.717655] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-04T20:45:49.718829] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-04T20:45:49.718886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:49.718917] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:49.718944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:49.719021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:49.781787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:49.783056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:49.783240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:49.783276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:49.912081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:49.912512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:49.912779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:49.912817] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:49.916860] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-04T20:45:49.917164] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-04T20:45:49.917351] [INFO ] [sig       ] SQM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:50.071434] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SQM.txt
[2025-12-04T20:45:50.071565] [INFO ] [sig       ] [2957/3547] Completed SQM in 0.4s | 2.93 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-04T20:45:50.071622] [INFO ] [sig       ] [2958/3547] Forecasting SQNS...
[2025-12-04T20:45:50.071651] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-04T20:45:50.071679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-04T20:45:50.083768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-04T20:45:50.084120] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-04T20:45:50.084987] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-04T20:45:50.085039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:50.085070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:50.085096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:50.085151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:50.142473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:50.143225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:50.143308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:50.143340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:50.256708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:50.256888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:50.256929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:50.256955] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:50.260388] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-04T20:45:50.260681] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-04T20:45:50.260799] [INFO ] [sig       ] SQNS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:50.398190] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SQNS.txt
[2025-12-04T20:45:50.398364] [INFO ] [sig       ] [2958/3547] Completed SQNS in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-04T20:45:50.398406] [INFO ] [sig       ] [2959/3547] Forecasting SQQQ...
[2025-12-04T20:45:50.398436] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-04T20:45:50.398463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-04T20:45:50.409633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-04T20:45:50.409922] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-04T20:45:50.410685] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-04T20:45:50.410746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:50.410777] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:50.410802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:50.410855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:50.465897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:50.466535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:50.466625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:50.466657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:50.586402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:50.586557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:50.586612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:50.586639] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:50.589934] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=17.88%)
[2025-12-04T20:45:50.590196] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-04T20:45:50.590316] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:50.727093] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SQQQ.txt
[2025-12-04T20:45:50.727216] [INFO ] [sig       ] [2959/3547] Completed SQQQ in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-04T20:45:50.727253] [INFO ] [sig       ] [2960/3547] Forecasting SRAD...
[2025-12-04T20:45:50.727280] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-04T20:45:50.727307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-04T20:45:50.738630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-04T20:45:50.738951] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-04T20:45:50.739736] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-04T20:45:50.739797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:50.739836] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:50.739867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:50.739933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:50.796843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:50.797563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:50.797659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:50.797691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:50.915193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:50.915344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:50.915382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:50.915408] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:50.918742] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-12-04T20:45:50.919000] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-04T20:45:50.919117] [INFO ] [sig       ] SRAD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:51.054467] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SRAD.txt
[2025-12-04T20:45:51.054684] [INFO ] [sig       ] [2960/3547] Completed SRAD in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:51.054742] [INFO ] [sig       ] [2961/3547] Forecasting SRBK...
[2025-12-04T20:45:51.054780] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-04T20:45:51.054819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-04T20:45:51.066159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-04T20:45:51.066452] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-04T20:45:51.067253] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-04T20:45:51.067303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:51.067335] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:51.067361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:51.067415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:51.122694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:51.123364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:51.123438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:51.123468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:51.240695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:51.240852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:51.240890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:51.240916] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:51.244189] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-04T20:45:51.244448] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-04T20:45:51.244563] [INFO ] [sig       ] SRBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:51.383015] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SRBK.txt
[2025-12-04T20:45:51.383156] [INFO ] [sig       ] [2961/3547] Completed SRBK in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:51.383194] [INFO ] [sig       ] [2962/3547] Forecasting SRCE...
[2025-12-04T20:45:51.383221] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-04T20:45:51.383249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-04T20:45:51.394360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-04T20:45:51.394684] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-04T20:45:51.395429] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-04T20:45:51.395478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:51.395508] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:51.395534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:51.395620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:51.451487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:51.452154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:51.452232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:51.452264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:51.568511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:51.568677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:51.568716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:51.568743] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:51.572004] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-12-04T20:45:51.572260] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-04T20:45:51.572376] [INFO ] [sig       ] SRCE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:51.710666] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SRCE.txt
[2025-12-04T20:45:51.710794] [INFO ] [sig       ] [2962/3547] Completed SRCE in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:51.710830] [INFO ] [sig       ] [2963/3547] Forecasting SRE...
[2025-12-04T20:45:51.710859] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-04T20:45:51.710887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-04T20:45:51.721898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-04T20:45:51.722185] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-04T20:45:51.722943] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-04T20:45:51.722992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:51.723023] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:51.723048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:51.723102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:51.779097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:51.779821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:51.779911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:51.779950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:51.899125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:51.899272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:51.899311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:51.899340] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:51.902649] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-04T20:45:51.902915] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-04T20:45:51.903036] [INFO ] [sig       ] SRE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:52.038825] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SRE.txt
[2025-12-04T20:45:52.038955] [INFO ] [sig       ] [2963/3547] Completed SRE in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:52.038993] [INFO ] [sig       ] [2964/3547] Forecasting SREA...
[2025-12-04T20:45:52.039021] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-04T20:45:52.039049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-04T20:45:52.050189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-04T20:45:52.050483] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-04T20:45:52.051248] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-04T20:45:52.051297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:52.051353] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:52.051379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:52.051432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:52.106532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:52.107240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:52.107316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:52.107347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:52.220054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:52.220203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:52.220240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:52.220267] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:52.223563] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-04T20:45:52.223878] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-04T20:45:52.223994] [INFO ] [sig       ] SREA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:52.359450] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SREA.txt
[2025-12-04T20:45:52.359606] [INFO ] [sig       ] [2964/3547] Completed SREA in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:52.359645] [INFO ] [sig       ] [2965/3547] Forecasting SRFM...
[2025-12-04T20:45:52.359673] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-04T20:45:52.359702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-04T20:45:52.370667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-04T20:45:52.370961] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-04T20:45:52.371723] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-04T20:45:52.371772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:52.371802] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:52.371827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:52.371884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:52.426979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:52.427660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:52.427733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:52.427764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:52.545068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:52.545215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:52.545253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:52.545279] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:52.548558] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-04T20:45:52.548841] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-04T20:45:52.548982] [INFO ] [sig       ] SRFM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:52.685641] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SRFM.txt
[2025-12-04T20:45:52.685779] [INFO ] [sig       ] [2965/3547] Completed SRFM in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:52.685818] [INFO ] [sig       ] [2966/3547] Forecasting SRG...
[2025-12-04T20:45:52.685846] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-04T20:45:52.685873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-04T20:45:52.697440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-04T20:45:52.697752] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-04T20:45:52.698610] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-04T20:45:52.698672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:52.698713] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:52.698740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:52.698800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:52.756559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:52.757831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:52.757927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:52.757959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:52.875424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:52.875698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:52.875743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:52.875771] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:52.879564] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-04T20:45:52.879903] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-04T20:45:52.880039] [INFO ] [sig       ] SRG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:53.017418] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SRG.txt
[2025-12-04T20:45:53.017627] [INFO ] [sig       ] [2966/3547] Completed SRG in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:53.017669] [INFO ] [sig       ] [2967/3547] Forecasting SRI...
[2025-12-04T20:45:53.017699] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-04T20:45:53.017732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-04T20:45:53.030548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-04T20:45:53.031119] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-04T20:45:53.032062] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-04T20:45:53.032114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:53.032145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:53.032169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:53.032225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:53.089668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:53.090947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:53.091049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:53.091082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:53.210819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:53.211048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:53.211091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:53.211194] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:53.214924] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-04T20:45:53.215216] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-04T20:45:53.215351] [INFO ] [sig       ] SRI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:53.356974] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SRI.txt
[2025-12-04T20:45:53.357174] [INFO ] [sig       ] [2967/3547] Completed SRI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:53.357219] [INFO ] [sig       ] [2968/3547] Forecasting SRRK...
[2025-12-04T20:45:53.357249] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-04T20:45:53.357281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-04T20:45:53.370754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-04T20:45:53.371193] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-04T20:45:53.372112] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-04T20:45:53.372165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:53.372196] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:53.372220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:53.372279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:53.432843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:53.434030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:53.434128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:53.434159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:53.557609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:53.557846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:53.557895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:53.557926] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:53.561929] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-12-04T20:45:53.562276] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-04T20:45:53.562423] [INFO ] [sig       ] SRRK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:53.702279] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SRRK.txt
[2025-12-04T20:45:53.702453] [INFO ] [sig       ] [2968/3547] Completed SRRK in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:53.702494] [INFO ] [sig       ] [2969/3547] Forecasting SRTS...
[2025-12-04T20:45:53.702522] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-04T20:45:53.702551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-04T20:45:53.714750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-04T20:45:53.715141] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-04T20:45:53.716128] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-04T20:45:53.716180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:53.716210] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:53.716235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:53.716292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:53.781417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:53.782778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:53.782882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:53.782915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:53.909894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:53.910125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:53.910172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:53.910202] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:53.914372] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-12-04T20:45:53.914783] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-04T20:45:53.914933] [INFO ] [sig       ] SRTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:54.069646] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SRTS.txt
[2025-12-04T20:45:54.069854] [INFO ] [sig       ] [2969/3547] Completed SRTS in 0.4s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:54.069897] [INFO ] [sig       ] [2970/3547] Forecasting SSB...
[2025-12-04T20:45:54.069925] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-04T20:45:54.069956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-04T20:45:54.083379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-04T20:45:54.083930] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-04T20:45:54.084866] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-04T20:45:54.084920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:54.084974] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:54.085002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:54.085061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:54.145635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:54.146998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:54.147107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:54.147140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:54.301944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:54.302108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:54.302150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:54.302180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:54.305802] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-12-04T20:45:54.306095] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-04T20:45:54.306223] [INFO ] [sig       ] SSB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:54.444412] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SSB.txt
[2025-12-04T20:45:54.444546] [INFO ] [sig       ] [2970/3547] Completed SSB in 0.4s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:54.444600] [INFO ] [sig       ] [2971/3547] Forecasting SSD...
[2025-12-04T20:45:54.444629] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-04T20:45:54.444656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-04T20:45:54.456024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-04T20:45:54.456292] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-04T20:45:54.457058] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-04T20:45:54.457107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:54.457138] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:54.457164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:54.457218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:54.512623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:54.513286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:54.513362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:54.513393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:54.630752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:54.630905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:54.630943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:54.630969] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:54.634213] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-04T20:45:54.634469] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-04T20:45:54.634603] [INFO ] [sig       ] SSD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:54.771451] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SSD.txt
[2025-12-04T20:45:54.771593] [INFO ] [sig       ] [2971/3547] Completed SSD in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:54.771631] [INFO ] [sig       ] [2972/3547] Forecasting SSL...
[2025-12-04T20:45:54.771659] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-04T20:45:54.771687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-04T20:45:54.783882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-04T20:45:54.784290] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-04T20:45:54.785146] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-04T20:45:54.785197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:54.785227] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:54.785253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:54.785310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:54.843348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:54.844327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:54.844416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:54.844448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:54.968725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:54.968885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:54.968945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:54.968978] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:54.972443] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-12-04T20:45:54.972742] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-04T20:45:54.972868] [INFO ] [sig       ] SSL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:55.112192] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SSL.txt
[2025-12-04T20:45:55.112338] [INFO ] [sig       ] [2972/3547] Completed SSL in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:55.112377] [INFO ] [sig       ] [2973/3547] Forecasting SSNC...
[2025-12-04T20:45:55.112406] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-04T20:45:55.112435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-04T20:45:55.124245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-04T20:45:55.124600] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-04T20:45:55.125402] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-04T20:45:55.125453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:55.125483] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:55.125508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:55.125561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:55.181175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:55.181976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:55.182054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:55.182085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:55.308755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:55.308898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:55.308936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:55.308963] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:55.312363] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-12-04T20:45:55.312650] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-04T20:45:55.312774] [INFO ] [sig       ] SSNC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:55.448609] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SSNC.txt
[2025-12-04T20:45:55.448733] [INFO ] [sig       ] [2973/3547] Completed SSNC in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:55.448776] [INFO ] [sig       ] [2974/3547] Forecasting SSP...
[2025-12-04T20:45:55.448806] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-04T20:45:55.448834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-04T20:45:55.460230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-04T20:45:55.460538] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-04T20:45:55.461342] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-04T20:45:55.461392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:55.461423] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:55.461449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:55.461504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:55.517255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:55.517964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:55.518070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:55.518111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:55.640789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:55.640955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:55.640995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:55.641022] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:55.644542] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-12-04T20:45:55.644851] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-04T20:45:55.644986] [INFO ] [sig       ] SSP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:55.788448] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SSP.txt
[2025-12-04T20:45:55.788614] [INFO ] [sig       ] [2974/3547] Completed SSP in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:55.788654] [INFO ] [sig       ] [2975/3547] Forecasting SSRM...
[2025-12-04T20:45:55.788682] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-04T20:45:55.788709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-04T20:45:55.801048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-04T20:45:55.801393] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-04T20:45:55.802196] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-04T20:45:55.802248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:55.802278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:55.802305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:55.802369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:55.861066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:55.861864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:55.861946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:55.861976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:55.986340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:55.986556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:55.986621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:55.986650] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:55.990511] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=39.36%)
[2025-12-04T20:45:55.990840] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-04T20:45:55.991006] [INFO ] [sig       ] SSRM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:56.132256] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SSRM.txt
[2025-12-04T20:45:56.132438] [INFO ] [sig       ] [2975/3547] Completed SSRM in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-04T20:45:56.132480] [INFO ] [sig       ] [2976/3547] Forecasting SSSS...
[2025-12-04T20:45:56.132508] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-04T20:45:56.132537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-04T20:45:56.145808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-04T20:45:56.146226] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-04T20:45:56.147124] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-04T20:45:56.147175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:56.147205] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:56.147230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:56.147285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:56.203989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:56.205119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:56.205216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:56.205251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:56.333597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:56.333826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:56.333869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:56.333897] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:56.337535] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-04T20:45:56.337839] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-04T20:45:56.337972] [INFO ] [sig       ] SSSS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:56.477969] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SSSS.txt
[2025-12-04T20:45:56.478171] [INFO ] [sig       ] [2976/3547] Completed SSSS in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-04T20:45:56.478210] [INFO ] [sig       ] [2977/3547] Forecasting SSTI...
[2025-12-04T20:45:56.478239] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-04T20:45:56.478317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-04T20:45:56.491238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-04T20:45:56.491756] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-04T20:45:56.492662] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-04T20:45:56.492714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:56.492749] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:56.492779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:56.492838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:56.548331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:56.549425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:56.549515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:56.549547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:56.671915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:56.672134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:56.672180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:56.672238] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:56.675971] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-04T20:45:56.676299] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-04T20:45:56.676440] [INFO ] [sig       ] SSTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:56.815210] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SSTI.txt
[2025-12-04T20:45:56.815473] [INFO ] [sig       ] [2977/3547] Completed SSTI in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:56.815515] [INFO ] [sig       ] [2978/3547] Forecasting SSTK...
[2025-12-04T20:45:56.815547] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-04T20:45:56.815596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-04T20:45:56.828025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-04T20:45:56.828481] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-04T20:45:56.829364] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-04T20:45:56.829414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:56.829445] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:56.829470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:56.829525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:56.886063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:56.887172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:56.887282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:56.887313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:57.009481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:57.009665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:57.009709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:57.009736] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:57.013175] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-04T20:45:57.013450] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-04T20:45:57.013602] [INFO ] [sig       ] SSTK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:57.152857] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SSTK.txt
[2025-12-04T20:45:57.153020] [INFO ] [sig       ] [2978/3547] Completed SSTK in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:57.153057] [INFO ] [sig       ] [2979/3547] Forecasting SSYS...
[2025-12-04T20:45:57.153085] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-04T20:45:57.153114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-04T20:45:57.165280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-04T20:45:57.165611] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-04T20:45:57.166405] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-04T20:45:57.166455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:57.166485] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:57.166511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:57.166565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:57.222700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:57.223635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:57.223747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:57.223789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:57.341887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:57.342052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:57.342098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:57.342128] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:57.345490] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=79.74%)
[2025-12-04T20:45:57.345868] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-04T20:45:57.346017] [INFO ] [sig       ] SSYS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:57.484951] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SSYS.txt
[2025-12-04T20:45:57.485102] [INFO ] [sig       ] [2979/3547] Completed SSYS in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:57.485138] [INFO ] [sig       ] [2980/3547] Forecasting STAA...
[2025-12-04T20:45:57.485167] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-04T20:45:57.485195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-04T20:45:57.496471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-04T20:45:57.496770] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-04T20:45:57.497518] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-04T20:45:57.497569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:57.497620] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:57.497645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:57.497705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:57.553665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:57.554329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:57.554408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:57.554439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:57.674029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:57.674160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:57.674199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:57.674226] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:57.677480] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=55.89%)
[2025-12-04T20:45:57.677755] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-04T20:45:57.677871] [INFO ] [sig       ] STAA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:57.817088] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STAA.txt
[2025-12-04T20:45:57.817215] [INFO ] [sig       ] [2980/3547] Completed STAA in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:57.817250] [INFO ] [sig       ] [2981/3547] Forecasting STAG...
[2025-12-04T20:45:57.817278] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-04T20:45:57.817306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-04T20:45:57.829540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-04T20:45:57.830509] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-04T20:45:57.832215] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-04T20:45:57.832281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:57.832400] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:57.832434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:57.832513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:57.904201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:57.905282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:57.905380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:57.905415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:58.032480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:58.032692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:58.032744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:58.032778] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:58.037306] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-04T20:45:58.037702] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-04T20:45:58.037861] [INFO ] [sig       ] STAG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:58.193585] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STAG.txt
[2025-12-04T20:45:58.193744] [INFO ] [sig       ] [2981/3547] Completed STAG in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:58.193785] [INFO ] [sig       ] [2982/3547] Forecasting STBA...
[2025-12-04T20:45:58.193813] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-04T20:45:58.193841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-04T20:45:58.205918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-04T20:45:58.206283] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-04T20:45:58.207130] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-04T20:45:58.207188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:58.207227] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:58.207262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:58.207335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:58.264506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:58.265413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:58.265495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:58.265526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:58.380932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:58.381104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:58.381149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:58.381176] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:58.384629] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-12-04T20:45:58.384914] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-04T20:45:58.385068] [INFO ] [sig       ] STBA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:58.522617] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STBA.txt
[2025-12-04T20:45:58.522757] [INFO ] [sig       ] [2982/3547] Completed STBA in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:58.522794] [INFO ] [sig       ] [2983/3547] Forecasting STC...
[2025-12-04T20:45:58.522823] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-04T20:45:58.522851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-04T20:45:58.533508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-04T20:45:58.533876] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-04T20:45:58.534675] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-04T20:45:58.534725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:58.534756] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:58.534782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:58.534836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:58.591339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:58.592227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:58.592307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:58.592338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:58.712357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:58.712503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:58.712539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:58.712566] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:58.715856] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-04T20:45:58.716113] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-04T20:45:58.716228] [INFO ] [sig       ] STC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:58.856961] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STC.txt
[2025-12-04T20:45:58.857073] [INFO ] [sig       ] [2983/3547] Completed STC in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:58.857108] [INFO ] [sig       ] [2984/3547] Forecasting STE...
[2025-12-04T20:45:58.857136] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-04T20:45:58.857164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-04T20:45:58.869077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-04T20:45:58.869415] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-04T20:45:58.870215] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-04T20:45:58.870264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:58.870293] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:58.870317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:58.870370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:58.925116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:58.925853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:58.925932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:58.925962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:59.044188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:59.044354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:59.044395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:59.044457] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:59.047843] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-04T20:45:59.048110] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-04T20:45:59.048229] [INFO ] [sig       ] STE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:59.184725] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STE.txt
[2025-12-04T20:45:59.184858] [INFO ] [sig       ] [2984/3547] Completed STE in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:59.184895] [INFO ] [sig       ] [2985/3547] Forecasting STEL...
[2025-12-04T20:45:59.184931] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-04T20:45:59.184966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-04T20:45:59.199456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-04T20:45:59.199920] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-04T20:45:59.200951] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-04T20:45:59.201015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:59.201062] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:59.201105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:59.201194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:59.261899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:59.262757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:59.262837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:59.262868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:59.376931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:59.377081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:59.377120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:59.377146] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:59.380476] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-04T20:45:59.380756] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-04T20:45:59.380871] [INFO ] [sig       ] STEL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:45:59.518118] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STEL.txt
[2025-12-04T20:45:59.518240] [INFO ] [sig       ] [2985/3547] Completed STEL in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:59.518301] [INFO ] [sig       ] [2986/3547] Forecasting STEM...
[2025-12-04T20:45:59.518330] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-04T20:45:59.518357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-04T20:45:59.528808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-04T20:45:59.529064] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-04T20:45:59.529841] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-04T20:45:59.529890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:59.529920] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:59.529946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:59.530003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:59.585747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:59.586312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:59.586384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:59.586414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:45:59.708711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:45:59.708938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:45:59.708987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:45:59.709018] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:45:59.712948] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=54.71%)
[2025-12-04T20:45:59.713330] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-04T20:45:59.713514] [INFO ] [sig       ] STEM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:45:59.858005] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STEM.txt
[2025-12-04T20:45:59.858462] [INFO ] [sig       ] [2986/3547] Completed STEM in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:45:59.858507] [INFO ] [sig       ] [2987/3547] Forecasting STEP...
[2025-12-04T20:45:59.858538] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-04T20:45:59.858584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-04T20:45:59.870799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-04T20:45:59.871083] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-04T20:45:59.871905] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-04T20:45:59.871961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:45:59.871992] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:45:59.872016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:45:59.872070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:45:59.927416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:45:59.928134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:45:59.928215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:45:59.928246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:00.044749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:00.044923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:00.044963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:00.044990] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:00.048803] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-04T20:46:00.049129] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-04T20:46:00.049462] [INFO ] [sig       ] STEP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:00.195737] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STEP.txt
[2025-12-04T20:46:00.195879] [INFO ] [sig       ] [2987/3547] Completed STEP in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:46:00.195915] [INFO ] [sig       ] [2988/3547] Forecasting STHO...
[2025-12-04T20:46:00.195943] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-04T20:46:00.195971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-04T20:46:00.206970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-04T20:46:00.207227] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-04T20:46:00.208003] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-04T20:46:00.208054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:00.208085] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:00.208111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:00.208167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:00.264636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:00.265469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:00.265551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:00.265602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:00.387544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:00.387724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:00.387764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:00.387808] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:00.391166] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-04T20:46:00.391448] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-04T20:46:00.391591] [INFO ] [sig       ] STHO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:00.528343] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STHO.txt
[2025-12-04T20:46:00.528488] [INFO ] [sig       ] [2988/3547] Completed STHO in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:46:00.528525] [INFO ] [sig       ] [2989/3547] Forecasting STI...
[2025-12-04T20:46:00.528558] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-04T20:46:00.528610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-04T20:46:00.539567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-04T20:46:00.539840] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-04T20:46:00.540597] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-04T20:46:00.540647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:00.540677] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:00.540702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:00.540756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:00.595890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:00.596464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:00.596538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:00.596567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:00.716882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:00.717032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:00.717069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:00.717097] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:00.720494] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-12-04T20:46:00.720767] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-04T20:46:00.720885] [INFO ] [sig       ] STI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:00.857527] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STI.txt
[2025-12-04T20:46:00.857700] [INFO ] [sig       ] [2989/3547] Completed STI in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:46:00.857738] [INFO ] [sig       ] [2990/3547] Forecasting STIM...
[2025-12-04T20:46:00.857766] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-04T20:46:00.857795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-04T20:46:00.870064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-04T20:46:00.870396] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-04T20:46:00.871266] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-04T20:46:00.871319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:00.871350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:00.871375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:00.871429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:00.931150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:00.931837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:00.931934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:00.931990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:01.056274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:01.056436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:01.056475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:01.056502] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:01.060014] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=62.81%)
[2025-12-04T20:46:01.060284] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-04T20:46:01.060405] [INFO ] [sig       ] STIM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:01.207899] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STIM.txt
[2025-12-04T20:46:01.208116] [INFO ] [sig       ] [2990/3547] Completed STIM in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:46:01.208157] [INFO ] [sig       ] [2991/3547] Forecasting STK...
[2025-12-04T20:46:01.208187] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-04T20:46:01.208219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-04T20:46:01.221164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-04T20:46:01.221636] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-04T20:46:01.222590] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-04T20:46:01.222644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:01.222677] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:01.222705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:01.222765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:01.280327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:01.281489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:01.281684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:01.281720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:01.404237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:01.404477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:01.404523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:01.404552] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:01.410115] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-04T20:46:01.410831] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-04T20:46:01.411065] [INFO ] [sig       ] STK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:01.584374] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STK.txt
[2025-12-04T20:46:01.584636] [INFO ] [sig       ] [2991/3547] Completed STK in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:46:01.584680] [INFO ] [sig       ] [2992/3547] Forecasting STKH...
[2025-12-04T20:46:01.584712] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-04T20:46:01.584742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-04T20:46:01.599182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-04T20:46:01.599768] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-04T20:46:01.600961] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-04T20:46:01.601017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:01.601049] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:01.601074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:01.601156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:01.661097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:01.662282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:01.662381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:01.662414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:01.774270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:01.774502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:01.774549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:01.774599] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:01.778690] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-04T20:46:01.779083] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-04T20:46:01.779239] [INFO ] [sig       ] STKH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:01.940594] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STKH.txt
[2025-12-04T20:46:01.940807] [INFO ] [sig       ] [2992/3547] Completed STKH in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-04T20:46:01.940848] [INFO ] [sig       ] [2993/3547] Forecasting STKL...
[2025-12-04T20:46:01.940879] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-04T20:46:01.940910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-04T20:46:01.955303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-04T20:46:01.955946] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-04T20:46:01.956868] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-04T20:46:01.956921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:01.956952] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:01.956978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:01.957034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:02.015508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:02.016625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:02.016719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:02.016753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:02.149192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:02.149433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:02.149485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:02.149515] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:02.153928] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=66.18%)
[2025-12-04T20:46:02.154553] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-04T20:46:02.154762] [INFO ] [sig       ] STKL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:02.298244] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STKL.txt
[2025-12-04T20:46:02.298479] [INFO ] [sig       ] [2993/3547] Completed STKL in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-04T20:46:02.298517] [INFO ] [sig       ] [2994/3547] Forecasting STKS...
[2025-12-04T20:46:02.298550] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-04T20:46:02.298601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-04T20:46:02.315413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-04T20:46:02.315939] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-04T20:46:02.317047] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-04T20:46:02.317152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:02.317201] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:02.317242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:02.317329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:02.380882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:02.381869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:02.381955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:02.381986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:02.504229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:02.504376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:02.504416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:02.504444] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:02.507803] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-04T20:46:02.508073] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-04T20:46:02.508194] [INFO ] [sig       ] STKS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:02.646515] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STKS.txt
[2025-12-04T20:46:02.646752] [INFO ] [sig       ] [2994/3547] Completed STKS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-04T20:46:02.646806] [INFO ] [sig       ] [2995/3547] Forecasting STLA...
[2025-12-04T20:46:02.646846] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-04T20:46:02.646885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-04T20:46:02.658760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-04T20:46:02.659149] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-04T20:46:02.659967] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-04T20:46:02.660021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:02.660054] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:02.660080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:02.660134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:02.715929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:02.716791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:02.716869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:02.716901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:02.833055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:02.833279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:02.833323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:02.833350] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:02.837116] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-04T20:46:02.837453] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-04T20:46:02.837625] [INFO ] [sig       ] STLA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:02.987262] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STLA.txt
[2025-12-04T20:46:02.987472] [INFO ] [sig       ] [2995/3547] Completed STLA in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:02.987512] [INFO ] [sig       ] [2996/3547] Forecasting STLD...
[2025-12-04T20:46:02.987540] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-04T20:46:02.987592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-04T20:46:03.000626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-04T20:46:03.001043] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-04T20:46:03.001911] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-04T20:46:03.001964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:03.001995] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:03.002020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:03.002075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:03.059954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:03.060972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:03.061063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:03.061096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:03.183315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:03.183550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:03.183688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:03.183731] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:03.188445] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-04T20:46:03.188802] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-04T20:46:03.188955] [INFO ] [sig       ] STLD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:03.334100] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STLD.txt
[2025-12-04T20:46:03.334296] [INFO ] [sig       ] [2996/3547] Completed STLD in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:03.334335] [INFO ] [sig       ] [2997/3547] Forecasting STM...
[2025-12-04T20:46:03.334364] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-04T20:46:03.334395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-04T20:46:03.348588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-04T20:46:03.349085] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-04T20:46:03.350007] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-04T20:46:03.350071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:03.350103] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:03.350129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:03.350183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:03.407162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:03.408072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:03.408155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:03.408186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:03.534252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:03.534520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:03.534585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:03.534618] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:03.538647] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2025-12-04T20:46:03.539073] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-04T20:46:03.539242] [INFO ] [sig       ] STM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:03.685611] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STM.txt
[2025-12-04T20:46:03.686029] [INFO ] [sig       ] [2997/3547] Completed STM in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:03.686072] [INFO ] [sig       ] [2998/3547] Forecasting STN...
[2025-12-04T20:46:03.686102] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-04T20:46:03.686132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-04T20:46:03.698302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-04T20:46:03.698733] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-04T20:46:03.699552] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-04T20:46:03.699617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:03.699680] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:03.699707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:03.699760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:03.756443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:03.757376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:03.757460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:03.757490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:03.876494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:03.876673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:03.876716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:03.876744] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:03.880173] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-04T20:46:03.880454] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-04T20:46:03.880617] [INFO ] [sig       ] STN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:04.019732] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STN.txt
[2025-12-04T20:46:04.019874] [INFO ] [sig       ] [2998/3547] Completed STN in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:04.019911] [INFO ] [sig       ] [2999/3547] Forecasting STNE...
[2025-12-04T20:46:04.019941] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-04T20:46:04.019969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-04T20:46:04.031263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-04T20:46:04.031641] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-04T20:46:04.032395] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-04T20:46:04.032445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:04.032474] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:04.032499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:04.032552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:04.089270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:04.090118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:04.090200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:04.090231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:04.214892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:04.215086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:04.215132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:04.215165] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:04.218671] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-12-04T20:46:04.218993] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-04T20:46:04.219129] [INFO ] [sig       ] STNE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:04.357996] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STNE.txt
[2025-12-04T20:46:04.358149] [INFO ] [sig       ] [2999/3547] Completed STNE in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:04.358187] [INFO ] [sig       ] [3000/3547] Forecasting STOK...
[2025-12-04T20:46:04.358215] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-04T20:46:04.358243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-04T20:46:04.369415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-04T20:46:04.369707] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-04T20:46:04.370468] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-04T20:46:04.370518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:04.370548] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:04.370591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:04.370647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:04.429415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:04.430349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:04.430442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:04.430475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:04.556931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:04.557087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:04.557130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:04.557160] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:04.560529] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-04T20:46:04.560807] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-04T20:46:04.560924] [INFO ] [sig       ] STOK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:04.707111] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STOK.txt
[2025-12-04T20:46:04.707285] [INFO ] [sig       ] [3000/3547] Completed STOK in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:04.707321] [INFO ] [sig       ] [3001/3547] Forecasting STRA...
[2025-12-04T20:46:04.707350] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-04T20:46:04.707380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-04T20:46:04.718002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-04T20:46:04.718313] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-04T20:46:04.719103] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-04T20:46:04.719154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:04.719186] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:04.719212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:04.719268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:04.777451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:04.778091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:04.778173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:04.778205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:04.898855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:04.898992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:04.899031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:04.899088] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:04.902403] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-04T20:46:04.902685] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-04T20:46:04.902805] [INFO ] [sig       ] STRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:05.048642] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STRA.txt
[2025-12-04T20:46:05.048792] [INFO ] [sig       ] [3001/3547] Completed STRA in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:05.048834] [INFO ] [sig       ] [3002/3547] Forecasting STRL...
[2025-12-04T20:46:05.048865] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-04T20:46:05.048897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-04T20:46:05.059656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-04T20:46:05.059946] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-04T20:46:05.060737] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-04T20:46:05.060789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:05.060820] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:05.060849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:05.060907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:05.119214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:05.119849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:05.119942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:05.119975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:05.241791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:05.241926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:05.241989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:05.242019] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:05.245399] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-04T20:46:05.245688] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-04T20:46:05.245812] [INFO ] [sig       ] STRL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:05.395873] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STRL.txt
[2025-12-04T20:46:05.395987] [INFO ] [sig       ] [3002/3547] Completed STRL in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:05.396023] [INFO ] [sig       ] [3003/3547] Forecasting STRS...
[2025-12-04T20:46:05.396052] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-04T20:46:05.396079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-04T20:46:05.406129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-04T20:46:05.406373] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-04T20:46:05.407263] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-04T20:46:05.407313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:05.407343] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:05.407368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:05.407422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:05.463763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:05.464433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:05.464519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:05.464569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:05.552631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:05.552731] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:46:05.552768] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:05.552795] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:05.556039] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-04T20:46:05.556300] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-04T20:46:05.556413] [INFO ] [sig       ] STRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:05.694522] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STRS.txt
[2025-12-04T20:46:05.694646] [INFO ] [sig       ] [3003/3547] Completed STRS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:05.694682] [INFO ] [sig       ] [3004/3547] Forecasting STSS...
[2025-12-04T20:46:05.694710] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-04T20:46:05.694739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-04T20:46:05.705175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-04T20:46:05.705422] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-04T20:46:05.706172] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-04T20:46:05.706220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:05.706250] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:05.706275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:05.706329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:05.763558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:05.764209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:05.764295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:05.764327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:05.883337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:05.883474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:05.883511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:05.883537] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:05.886756] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-04T20:46:05.887012] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-04T20:46:05.887126] [INFO ] [sig       ] STSS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:06.024751] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STSS.txt
[2025-12-04T20:46:06.024866] [INFO ] [sig       ] [3004/3547] Completed STSS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:06.024901] [INFO ] [sig       ] [3005/3547] Forecasting STTK...
[2025-12-04T20:46:06.024929] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-04T20:46:06.024957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-04T20:46:06.035741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-04T20:46:06.036009] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-04T20:46:06.036766] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-04T20:46:06.036825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:06.036855] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:06.036880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:06.036934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:06.092349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:06.092941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:06.093013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:06.093044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:06.212179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:06.212311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:06.212349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:06.212375] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:06.215593] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-12-04T20:46:06.215861] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-04T20:46:06.215976] [INFO ] [sig       ] STTK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:06.352913] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STTK.txt
[2025-12-04T20:46:06.353023] [INFO ] [sig       ] [3005/3547] Completed STTK in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:06.353059] [INFO ] [sig       ] [3006/3547] Forecasting STVN...
[2025-12-04T20:46:06.353086] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-04T20:46:06.353113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-04T20:46:06.363879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-04T20:46:06.364148] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-04T20:46:06.364904] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-04T20:46:06.364953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:06.364983] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:06.365009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:06.365063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:06.420779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:06.421349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:06.421424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:06.421455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:06.540242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:06.540363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:06.540398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:06.540424] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:06.543563] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-04T20:46:06.543840] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-04T20:46:06.543956] [INFO ] [sig       ] STVN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:06.680447] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STVN.txt
[2025-12-04T20:46:06.680555] [INFO ] [sig       ] [3006/3547] Completed STVN in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:06.680608] [INFO ] [sig       ] [3007/3547] Forecasting STWD...
[2025-12-04T20:46:06.680638] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-04T20:46:06.680665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-04T20:46:06.691923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-04T20:46:06.692193] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-04T20:46:06.692953] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-04T20:46:06.693002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:06.693033] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:06.693058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:06.693111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:06.748611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:06.749201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:06.749275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:06.749305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:06.863882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:06.863995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:06.864031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:06.864057] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:06.867178] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-04T20:46:06.867429] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-04T20:46:06.867545] [INFO ] [sig       ] STWD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:07.003170] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STWD.txt
[2025-12-04T20:46:07.003278] [INFO ] [sig       ] [3007/3547] Completed STWD in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:07.003314] [INFO ] [sig       ] [3008/3547] Forecasting STX...
[2025-12-04T20:46:07.003342] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-04T20:46:07.003370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-04T20:46:07.014363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-04T20:46:07.014640] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-04T20:46:07.015373] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-04T20:46:07.015422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:07.015451] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:07.015477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:07.015532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:07.074750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:07.075390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:07.075494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:07.075525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:07.195428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:07.195545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:07.195597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:07.195626] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:07.198799] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2025-12-04T20:46:07.199052] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-04T20:46:07.199166] [INFO ] [sig       ] STX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:07.337156] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/STX.txt
[2025-12-04T20:46:07.337262] [INFO ] [sig       ] [3008/3547] Completed STX in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:07.337306] [INFO ] [sig       ] [3009/3547] Forecasting STXE...
[2025-12-04T20:46:07.337334] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-04T20:46:07.337362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-04T20:46:07.348029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-04T20:46:07.348352] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-04T20:46:07.349117] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-04T20:46:07.349167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:07.349198] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:07.349224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:07.349284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:07.404670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:07.405247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:07.405322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:07.405353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:07.515453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:07.515582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:07.515621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:07.515648] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:07.518787] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=40.11%)
[2025-12-04T20:46:07.519042] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-04T20:46:07.519156] [INFO ] [sig       ] STXE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:07.655129] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STXE.txt
[2025-12-04T20:46:07.655237] [INFO ] [sig       ] [3009/3547] Completed STXE in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:07.655273] [INFO ] [sig       ] [3010/3547] Forecasting STXG...
[2025-12-04T20:46:07.655301] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-04T20:46:07.655328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-04T20:46:07.666264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-04T20:46:07.666515] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-04T20:46:07.667298] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-04T20:46:07.667355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:07.667384] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:07.667409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:07.667463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:07.723864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:07.724481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:07.724554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:07.724601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:07.833115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:07.833220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:07.833255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:07.833281] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:07.836337] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-04T20:46:07.836625] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-04T20:46:07.836740] [INFO ] [sig       ] STXG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:07.973043] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/STXG.txt
[2025-12-04T20:46:07.973150] [INFO ] [sig       ] [3010/3547] Completed STXG in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-04T20:46:07.973185] [INFO ] [sig       ] [3011/3547] Forecasting SUI...
[2025-12-04T20:46:07.973212] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-04T20:46:07.973241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-04T20:46:07.985514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-04T20:46:07.985808] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-04T20:46:07.986584] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-04T20:46:07.986639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:07.986670] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:07.986696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:07.986750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:08.042491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:08.043385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:08.043469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:08.043501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:08.162814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:08.162945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:08.162983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:08.163010] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:08.166282] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-12-04T20:46:08.166536] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-04T20:46:08.166669] [INFO ] [sig       ] SUI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:08.345859] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SUI.txt
[2025-12-04T20:46:08.346014] [INFO ] [sig       ] [3011/3547] Completed SUI in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-04T20:46:08.346052] [INFO ] [sig       ] [3012/3547] Forecasting SUN...
[2025-12-04T20:46:08.346080] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-04T20:46:08.346108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-04T20:46:08.357051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-04T20:46:08.357314] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-04T20:46:08.358096] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-04T20:46:08.358154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:08.358194] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:08.358230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:08.358312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:08.415692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:08.416268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:08.416341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:08.416371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:08.535660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:08.535774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:08.535824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:08.535852] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:08.539244] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-04T20:46:08.539519] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-04T20:46:08.539663] [INFO ] [sig       ] SUN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:08.685481] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SUN.txt
[2025-12-04T20:46:08.685636] [INFO ] [sig       ] [3012/3547] Completed SUN in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:08.685675] [INFO ] [sig       ] [3013/3547] Forecasting SUNS...
[2025-12-04T20:46:08.685703] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-04T20:46:08.685732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-04T20:46:08.696241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-04T20:46:08.696506] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-04T20:46:08.697262] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-04T20:46:08.697311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:08.697341] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:08.697367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:08.697421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:08.753150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:08.753819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:08.753895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:08.753925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:08.872816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:08.872929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:08.872966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:08.872993] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:08.876174] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-12-04T20:46:08.876434] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-04T20:46:08.876550] [INFO ] [sig       ] SUNS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:09.013644] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SUNS.txt
[2025-12-04T20:46:09.013751] [INFO ] [sig       ] [3013/3547] Completed SUNS in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:09.013786] [INFO ] [sig       ] [3014/3547] Forecasting SUPN...
[2025-12-04T20:46:09.013814] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-04T20:46:09.013841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-04T20:46:09.024891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-04T20:46:09.025240] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-04T20:46:09.026028] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-04T20:46:09.026085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:09.026115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:09.026139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:09.026199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:09.082948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:09.083677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:09.083754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:09.083785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:09.205507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:09.205669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:09.205708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:09.205735] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:09.209062] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=73.00%)
[2025-12-04T20:46:09.209322] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-04T20:46:09.209440] [INFO ] [sig       ] SUPN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:09.351605] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SUPN.txt
[2025-12-04T20:46:09.351740] [INFO ] [sig       ] [3014/3547] Completed SUPN in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:09.351777] [INFO ] [sig       ] [3015/3547] Forecasting SURG...
[2025-12-04T20:46:09.351805] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-04T20:46:09.351833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-04T20:46:09.363026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-04T20:46:09.363308] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-04T20:46:09.364142] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-04T20:46:09.364193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:09.364250] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:09.364279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:09.364335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:09.420738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:09.421428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:09.421503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:09.421534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:09.534919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:09.535049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:09.535086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:09.535114] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:09.538353] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-04T20:46:09.538627] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-04T20:46:09.538746] [INFO ] [sig       ] SURG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:09.677148] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SURG.txt
[2025-12-04T20:46:09.677277] [INFO ] [sig       ] [3015/3547] Completed SURG in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:09.677313] [INFO ] [sig       ] [3016/3547] Forecasting SUSB...
[2025-12-04T20:46:09.677341] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-04T20:46:09.677369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-04T20:46:09.689123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-04T20:46:09.689443] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-04T20:46:09.690301] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-04T20:46:09.690351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:09.690392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:09.690419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:09.690473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:09.749737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:09.750651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:09.750742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:09.750774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:09.873294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:09.873449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:09.873488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:09.873517] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:09.876971] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=72.90%)
[2025-12-04T20:46:09.877244] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-04T20:46:09.877371] [INFO ] [sig       ] SUSB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:10.069979] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SUSB.txt
[2025-12-04T20:46:10.070195] [INFO ] [sig       ] [3016/3547] Completed SUSB in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:10.070257] [INFO ] [sig       ] [3017/3547] Forecasting SUSC...
[2025-12-04T20:46:10.070300] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-04T20:46:10.070340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-04T20:46:10.086714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-04T20:46:10.095800] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-04T20:46:10.097270] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-04T20:46:10.097341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:10.097389] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:10.097430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:10.097518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:10.176174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:10.177374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:10.177492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:10.177541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:10.341493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:10.341723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:10.341793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:10.341841] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:10.347722] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-04T20:46:10.348287] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-04T20:46:10.348496] [INFO ] [sig       ] SUSC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:10.572914] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SUSC.txt
[2025-12-04T20:46:10.573068] [INFO ] [sig       ] [3017/3547] Completed SUSC in 0.5s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:10.573113] [INFO ] [sig       ] [3018/3547] Forecasting SUSL...
[2025-12-04T20:46:10.573143] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-04T20:46:10.573175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-04T20:46:10.588965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-04T20:46:10.589495] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-04T20:46:10.590717] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-04T20:46:10.590795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:10.590843] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:10.590885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:10.590972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:10.658819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:10.659741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:10.659828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:10.659862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:10.785356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:10.785511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:10.785550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:10.785656] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:10.789205] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-04T20:46:10.789514] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-04T20:46:10.789666] [INFO ] [sig       ] SUSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:10.935819] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SUSL.txt
[2025-12-04T20:46:10.935966] [INFO ] [sig       ] [3018/3547] Completed SUSL in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:10.936006] [INFO ] [sig       ] [3019/3547] Forecasting SUUN...
[2025-12-04T20:46:10.936034] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-04T20:46:10.936063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-04T20:46:10.951738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-04T20:46:10.952237] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-04T20:46:10.953390] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-04T20:46:10.953460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:10.953509] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:10.953552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:10.953669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:11.027350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:11.028305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:11.028395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:11.028427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:11.149840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:11.149993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:11.150034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:11.150061] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:11.153470] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-12-04T20:46:11.153762] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-04T20:46:11.153891] [INFO ] [sig       ] SUUN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:11.290074] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SUUN.txt
[2025-12-04T20:46:11.290202] [INFO ] [sig       ] [3019/3547] Completed SUUN in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:11.290244] [INFO ] [sig       ] [3020/3547] Forecasting SUZ...
[2025-12-04T20:46:11.290274] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-04T20:46:11.290302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-04T20:46:11.301358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-04T20:46:11.301663] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-04T20:46:11.302402] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-04T20:46:11.302451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:11.302481] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:11.302507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:11.302566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:11.361344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:11.362138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:11.362224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:11.362256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:11.486924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:11.487076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:11.487115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:11.487143] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:11.490633] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-04T20:46:11.490941] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-04T20:46:11.491100] [INFO ] [sig       ] SUZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:11.633924] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SUZ.txt
[2025-12-04T20:46:11.634075] [INFO ] [sig       ] [3020/3547] Completed SUZ in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:11.634115] [INFO ] [sig       ] [3021/3547] Forecasting SVC...
[2025-12-04T20:46:11.634146] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-04T20:46:11.634178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-04T20:46:11.645244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-04T20:46:11.645549] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-04T20:46:11.646366] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-04T20:46:11.646417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:11.646448] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:11.646473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:11.646527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:11.703395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:11.704071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:11.704149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:11.704183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:11.826423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:11.826594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:11.826638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:11.826667] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:11.830039] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-12-04T20:46:11.830316] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-04T20:46:11.830447] [INFO ] [sig       ] SVC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:11.972731] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SVC.txt
[2025-12-04T20:46:11.972889] [INFO ] [sig       ] [3021/3547] Completed SVC in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:11.972929] [INFO ] [sig       ] [3022/3547] Forecasting SVCO...
[2025-12-04T20:46:11.972957] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-04T20:46:11.972986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-04T20:46:11.984161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-04T20:46:11.984507] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-04T20:46:11.985325] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-04T20:46:11.985378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:11.985409] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:11.985436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:11.985491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:12.042841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:12.043724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:12.043805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:12.043836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:12.160912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:12.161059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:12.161097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:12.161125] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:12.164500] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-04T20:46:12.164793] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-04T20:46:12.164921] [INFO ] [sig       ] SVCO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:12.306263] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SVCO.txt
[2025-12-04T20:46:12.306385] [INFO ] [sig       ] [3022/3547] Completed SVCO in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:12.306422] [INFO ] [sig       ] [3023/3547] Forecasting SVRA...
[2025-12-04T20:46:12.306450] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-04T20:46:12.306477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-04T20:46:12.317483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-04T20:46:12.317768] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-04T20:46:12.318543] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-04T20:46:12.318615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:12.318647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:12.318674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:12.318729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:12.375676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:12.376324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:12.376402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:12.376435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:12.493835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:12.493969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:12.494007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:12.494049] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:12.497361] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-12-04T20:46:12.497644] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-04T20:46:12.497765] [INFO ] [sig       ] SVRA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:12.645995] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SVRA.txt
[2025-12-04T20:46:12.646293] [INFO ] [sig       ] [3023/3547] Completed SVRA in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:12.646362] [INFO ] [sig       ] [3024/3547] Forecasting SWBI...
[2025-12-04T20:46:12.646411] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-04T20:46:12.646452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-04T20:46:12.661397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-04T20:46:12.662103] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-04T20:46:12.662913] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-04T20:46:12.662963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:12.662992] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:12.663017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:12.663070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:12.724071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:12.725154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:12.725248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:12.725280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:12.854725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:12.854918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:12.854958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:12.854986] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:12.858486] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-04T20:46:12.858779] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-04T20:46:12.858899] [INFO ] [sig       ] SWBI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:12.998593] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SWBI.txt
[2025-12-04T20:46:12.998741] [INFO ] [sig       ] [3024/3547] Completed SWBI in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:12.998778] [INFO ] [sig       ] [3025/3547] Forecasting SWIM...
[2025-12-04T20:46:12.998805] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-04T20:46:12.998832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-04T20:46:13.011140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-04T20:46:13.011487] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-04T20:46:13.012287] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-04T20:46:13.012336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:13.012366] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:13.012393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:13.012446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:13.067255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:13.067894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:13.068023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:13.068057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:13.186400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:13.186555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:13.186612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:13.186641] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:13.189932] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-04T20:46:13.190194] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-04T20:46:13.190314] [INFO ] [sig       ] SWIM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:13.326972] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SWIM.txt
[2025-12-04T20:46:13.327092] [INFO ] [sig       ] [3025/3547] Completed SWIM in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:13.327128] [INFO ] [sig       ] [3026/3547] Forecasting SWK...
[2025-12-04T20:46:13.327158] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-04T20:46:13.327186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-04T20:46:13.338018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-04T20:46:13.338317] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-04T20:46:13.339089] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-04T20:46:13.339138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:13.339169] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:13.339194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:13.339248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:13.394838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:13.395416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:13.395489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:13.395518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:13.512599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:13.512735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:13.512770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:13.512797] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:13.516024] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2025-12-04T20:46:13.516284] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-04T20:46:13.516404] [INFO ] [sig       ] SWK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:13.654532] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SWK.txt
[2025-12-04T20:46:13.654679] [INFO ] [sig       ] [3026/3547] Completed SWK in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:13.654717] [INFO ] [sig       ] [3027/3547] Forecasting SWKS...
[2025-12-04T20:46:13.654745] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-04T20:46:13.654774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-04T20:46:13.666601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-04T20:46:13.666993] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-04T20:46:13.667859] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-04T20:46:13.667910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:13.667939] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:13.667976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:13.668033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:13.729538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:13.730554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:13.730667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:13.730709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:13.853909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:13.854077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:13.854116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:13.854142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:13.857720] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=31.52%)
[2025-12-04T20:46:13.858022] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-04T20:46:13.858152] [INFO ] [sig       ] SWKS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:13.998486] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SWKS.txt
[2025-12-04T20:46:13.998652] [INFO ] [sig       ] [3027/3547] Completed SWKS in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-04T20:46:13.998693] [INFO ] [sig       ] [3028/3547] Forecasting SWX...
[2025-12-04T20:46:13.998731] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-04T20:46:13.998761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-04T20:46:14.010104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-04T20:46:14.010473] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-04T20:46:14.011259] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-04T20:46:14.011310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:14.011341] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:14.011365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:14.011420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:14.069183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:14.069933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:14.070012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:14.070044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:14.188841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:14.188989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:14.189035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:14.189074] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:14.192658] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-04T20:46:14.192940] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-04T20:46:14.193066] [INFO ] [sig       ] SWX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:14.336727] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SWX.txt
[2025-12-04T20:46:14.336901] [INFO ] [sig       ] [3028/3547] Completed SWX in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-04T20:46:14.336941] [INFO ] [sig       ] [3029/3547] Forecasting SWZ...
[2025-12-04T20:46:14.336968] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-04T20:46:14.336995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-04T20:46:14.347292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-04T20:46:14.347550] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-04T20:46:14.348345] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-04T20:46:14.348393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:14.348424] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:14.348449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:14.348503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:14.403616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:14.404207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:14.404283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:14.404317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:14.518959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:14.519115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:14.519160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:14.519190] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:14.522612] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-12-04T20:46:14.522880] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-04T20:46:14.523000] [INFO ] [sig       ] SWZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:14.665843] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SWZ.txt
[2025-12-04T20:46:14.665974] [INFO ] [sig       ] [3029/3547] Completed SWZ in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-04T20:46:14.666010] [INFO ] [sig       ] [3030/3547] Forecasting SXC...
[2025-12-04T20:46:14.666039] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-04T20:46:14.666067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-04T20:46:14.676539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-04T20:46:14.676825] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-04T20:46:14.677557] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-04T20:46:14.677624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:14.677654] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:14.677679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:14.677733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:14.733705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:14.734300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:14.734374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:14.734406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:14.854029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:14.854157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:14.854194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:14.854220] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:14.857429] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-12-04T20:46:14.857700] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-04T20:46:14.857816] [INFO ] [sig       ] SXC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:14.994670] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SXC.txt
[2025-12-04T20:46:14.994780] [INFO ] [sig       ] [3030/3547] Completed SXC in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:14.994816] [INFO ] [sig       ] [3031/3547] Forecasting SXI...
[2025-12-04T20:46:14.994844] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-04T20:46:14.994878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-04T20:46:15.005523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-04T20:46:15.005808] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-04T20:46:15.006545] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-04T20:46:15.006616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:15.006647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:15.006677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:15.006732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:15.062029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:15.062658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:15.062731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:15.062761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:15.182939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:15.183093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:15.183131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:15.183159] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:15.186408] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=56.51%)
[2025-12-04T20:46:15.186702] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-04T20:46:15.186818] [INFO ] [sig       ] SXI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:15.327730] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SXI.txt
[2025-12-04T20:46:15.327891] [INFO ] [sig       ] [3031/3547] Completed SXI in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:15.327929] [INFO ] [sig       ] [3032/3547] Forecasting SXTC...
[2025-12-04T20:46:15.327958] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-04T20:46:15.327986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-04T20:46:15.339998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-04T20:46:15.340412] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-04T20:46:15.341278] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-04T20:46:15.341333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:15.341408] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:15.341437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:15.341495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:15.399406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:15.400271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:15.400562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:15.400626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:15.518949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:15.519098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:15.519137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:15.519166] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:15.522516] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-04T20:46:15.522797] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-04T20:46:15.522915] [INFO ] [sig       ] SXTC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:15.664618] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SXTC.txt
[2025-12-04T20:46:15.664786] [INFO ] [sig       ] [3032/3547] Completed SXTC in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:15.664835] [INFO ] [sig       ] [3033/3547] Forecasting SY...
[2025-12-04T20:46:15.664865] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-04T20:46:15.664896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-04T20:46:15.676501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-04T20:46:15.676839] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-04T20:46:15.677615] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-04T20:46:15.677664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:15.677695] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:15.677720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:15.677774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:15.733357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:15.734012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:15.734085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:15.734115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:15.850859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:15.851003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:15.851044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:15.851075] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:15.854330] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-04T20:46:15.854605] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-04T20:46:15.854721] [INFO ] [sig       ] SY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:15.991127] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SY.txt
[2025-12-04T20:46:15.991248] [INFO ] [sig       ] [3033/3547] Completed SY in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:15.991285] [INFO ] [sig       ] [3034/3547] Forecasting SYF...
[2025-12-04T20:46:15.991313] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-04T20:46:15.991341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-04T20:46:16.002084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-04T20:46:16.002375] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-04T20:46:16.003141] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-04T20:46:16.003190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:16.003220] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:16.003246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:16.003299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:16.058714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:16.059347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:16.059419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:16.059450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:16.182754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:16.182904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:16.182941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:16.182968] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:16.186240] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-12-04T20:46:16.186546] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-04T20:46:16.186685] [INFO ] [sig       ] SYF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:16.325328] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SYF.txt
[2025-12-04T20:46:16.325455] [INFO ] [sig       ] [3034/3547] Completed SYF in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:16.325492] [INFO ] [sig       ] [3035/3547] Forecasting SYK...
[2025-12-04T20:46:16.325519] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-04T20:46:16.325548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-04T20:46:16.336507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-04T20:46:16.336807] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-04T20:46:16.337545] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-04T20:46:16.337611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:16.337642] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:16.337667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:16.337721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:16.393598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:16.394223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:16.394297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:16.394326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:16.515793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:16.515952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:16.515989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:16.516016] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:16.519476] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-04T20:46:16.519760] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-04T20:46:16.519877] [INFO ] [sig       ] SYK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:16.662163] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SYK.txt
[2025-12-04T20:46:16.662299] [INFO ] [sig       ] [3035/3547] Completed SYK in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:16.662337] [INFO ] [sig       ] [3036/3547] Forecasting SYM...
[2025-12-04T20:46:16.662364] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-04T20:46:16.662392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-04T20:46:16.673377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-04T20:46:16.673691] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-04T20:46:16.674441] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-04T20:46:16.674490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:16.674521] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:16.674546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:16.674619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:16.731221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:16.732010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:16.732111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:16.732146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:16.850684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:16.850851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:16.850890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:16.850917] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:16.854194] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-04T20:46:16.854479] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-04T20:46:16.854623] [INFO ] [sig       ] SYM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:16.989702] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SYM.txt
[2025-12-04T20:46:16.989806] [INFO ] [sig       ] [3036/3547] Completed SYM in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:16.989841] [INFO ] [sig       ] [3037/3547] Forecasting SYNA...
[2025-12-04T20:46:16.989866] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-04T20:46:16.989892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-04T20:46:17.000955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-04T20:46:17.001216] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-04T20:46:17.001975] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-04T20:46:17.002024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:17.002054] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:17.002080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:17.002134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:17.057438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:17.058198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:17.058301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:17.058334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:17.178118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:17.178235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:17.178283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:17.178309] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:17.181448] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-04T20:46:17.181720] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-04T20:46:17.181834] [INFO ] [sig       ] SYNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:17.320105] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SYNA.txt
[2025-12-04T20:46:17.320210] [INFO ] [sig       ] [3037/3547] Completed SYNA in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:17.320245] [INFO ] [sig       ] [3038/3547] Forecasting SYRE...
[2025-12-04T20:46:17.320273] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-04T20:46:17.320301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-04T20:46:17.333792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-04T20:46:17.334183] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-04T20:46:17.335039] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-04T20:46:17.335091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:17.335123] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:17.335151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:17.335208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:17.393609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:17.394298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:17.394382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:17.394421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:17.518378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:17.518546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:17.518601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:17.518629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:17.522045] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=40.91%)
[2025-12-04T20:46:17.522315] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-04T20:46:17.522451] [INFO ] [sig       ] SYRE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:17.662770] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/SYRE.txt
[2025-12-04T20:46:17.662915] [INFO ] [sig       ] [3038/3547] Completed SYRE in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:17.662954] [INFO ] [sig       ] [3039/3547] Forecasting SYY...
[2025-12-04T20:46:17.662982] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-04T20:46:17.663011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-04T20:46:17.674039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-04T20:46:17.674353] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-04T20:46:17.675148] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-04T20:46:17.675198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:17.675229] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:17.675254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:17.675308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:17.730326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:17.731076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:17.731155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:17.731185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:17.848327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:17.848486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:17.848524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:17.848551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:17.851859] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-04T20:46:17.852120] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-04T20:46:17.852241] [INFO ] [sig       ] SYY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:17.998184] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/SYY.txt
[2025-12-04T20:46:17.998363] [INFO ] [sig       ] [3039/3547] Completed SYY in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:17.998405] [INFO ] [sig       ] [3040/3547] Forecasting TAC...
[2025-12-04T20:46:17.998435] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-04T20:46:17.998463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-04T20:46:18.014288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-04T20:46:18.014755] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-04T20:46:18.015819] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-04T20:46:18.015880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:18.015936] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:18.015972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:18.016047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:18.074801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:18.075687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:18.075772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:18.075803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:18.190418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:18.190528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:18.190563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:18.190607] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:18.193713] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-12-04T20:46:18.193975] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-04T20:46:18.194093] [INFO ] [sig       ] TAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:18.330081] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TAC.txt
[2025-12-04T20:46:18.330194] [INFO ] [sig       ] [3040/3547] Completed TAC in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:18.330230] [INFO ] [sig       ] [3041/3547] Forecasting TAK...
[2025-12-04T20:46:18.330256] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-04T20:46:18.330283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-04T20:46:18.344120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-04T20:46:18.344637] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-04T20:46:18.345567] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-04T20:46:18.345638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:18.345670] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:18.345696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:18.345751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:18.403255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:18.404382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:18.404476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:18.404509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:18.526842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:18.527036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:18.527080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:18.527107] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:18.531149] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-04T20:46:18.531463] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-04T20:46:18.531624] [INFO ] [sig       ] TAK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:18.675014] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TAK.txt
[2025-12-04T20:46:18.675204] [INFO ] [sig       ] [3041/3547] Completed TAK in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:18.675245] [INFO ] [sig       ] [3042/3547] Forecasting TAL...
[2025-12-04T20:46:18.675273] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-04T20:46:18.675302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-04T20:46:18.687546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-04T20:46:18.687920] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-04T20:46:18.688795] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-04T20:46:18.688846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:18.688875] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:18.688901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:18.688956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:18.746786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:18.747480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:18.747618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:18.747655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:18.863238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:18.863404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:18.863445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:18.863471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:18.866827] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-04T20:46:18.867092] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-04T20:46:18.867218] [INFO ] [sig       ] TAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:19.001935] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TAL.txt
[2025-12-04T20:46:19.002067] [INFO ] [sig       ] [3042/3547] Completed TAL in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:19.002103] [INFO ] [sig       ] [3043/3547] Forecasting TALK...
[2025-12-04T20:46:19.002131] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-04T20:46:19.002159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-04T20:46:19.013982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-04T20:46:19.014343] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-04T20:46:19.015159] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-04T20:46:19.015209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:19.015239] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:19.015264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:19.015317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:19.071102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:19.072014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:19.072099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:19.072130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:19.190476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:19.190674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:19.190715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:19.190743] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:19.194181] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-04T20:46:19.194499] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-04T20:46:19.194667] [INFO ] [sig       ] TALK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:19.332246] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TALK.txt
[2025-12-04T20:46:19.332371] [INFO ] [sig       ] [3043/3547] Completed TALK in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:19.332414] [INFO ] [sig       ] [3044/3547] Forecasting TALO...
[2025-12-04T20:46:19.332443] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-04T20:46:19.332470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-04T20:46:19.343041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-04T20:46:19.343303] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-04T20:46:19.344057] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-04T20:46:19.344105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:19.344135] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:19.344160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:19.344214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:19.400615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:19.401215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:19.401291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:19.401322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:19.523622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:19.523782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:19.523820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:19.523846] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:19.527088] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-04T20:46:19.527360] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-04T20:46:19.527487] [INFO ] [sig       ] TALO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:19.665289] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TALO.txt
[2025-12-04T20:46:19.665412] [INFO ] [sig       ] [3044/3547] Completed TALO in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:19.665450] [INFO ] [sig       ] [3045/3547] Forecasting TAOP...
[2025-12-04T20:46:19.665478] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-04T20:46:19.665506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-04T20:46:19.677470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-04T20:46:19.677839] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-04T20:46:19.678743] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-04T20:46:19.678794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:19.678827] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:19.678854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:19.678909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:19.737040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:19.737958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:19.738050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:19.738090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:19.861923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:19.862083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:19.862137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:19.862181] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:19.865857] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-04T20:46:19.866139] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-04T20:46:19.866281] [INFO ] [sig       ] TAOP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:20.015248] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TAOP.txt
[2025-12-04T20:46:20.015418] [INFO ] [sig       ] [3045/3547] Completed TAOP in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-04T20:46:20.015459] [INFO ] [sig       ] [3046/3547] Forecasting TAP...
[2025-12-04T20:46:20.015491] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-04T20:46:20.015521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-04T20:46:20.027079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-04T20:46:20.027399] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-04T20:46:20.028197] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-04T20:46:20.028273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:20.028308] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:20.028334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:20.028397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:20.087213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:20.088110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:20.088193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:20.088225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:20.213681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:20.213856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:20.213910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:20.213949] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:20.217386] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-04T20:46:20.217676] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-04T20:46:20.217800] [INFO ] [sig       ] TAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:20.368481] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TAP.txt
[2025-12-04T20:46:20.368666] [INFO ] [sig       ] [3046/3547] Completed TAP in 0.4s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-04T20:46:20.368708] [INFO ] [sig       ] [3047/3547] Forecasting TARA...
[2025-12-04T20:46:20.368737] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-04T20:46:20.368767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-04T20:46:20.380464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-04T20:46:20.380814] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-04T20:46:20.381592] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-04T20:46:20.381642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:20.381672] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:20.381697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:20.381751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:20.436952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:20.437542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:20.437639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:20.437671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:20.557971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:20.558107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:20.558143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:20.558188] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:20.561468] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=58.80%)
[2025-12-04T20:46:20.561778] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-04T20:46:20.561898] [INFO ] [sig       ] TARA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:20.698271] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TARA.txt
[2025-12-04T20:46:20.698414] [INFO ] [sig       ] [3047/3547] Completed TARA in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:20.698451] [INFO ] [sig       ] [3048/3547] Forecasting TARK...
[2025-12-04T20:46:20.698478] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-04T20:46:20.698505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-04T20:46:20.709736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-04T20:46:20.710007] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-04T20:46:20.710762] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-04T20:46:20.710811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:20.710841] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:20.710866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:20.710925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:20.767323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:20.768217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:20.768334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:20.768374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:20.889979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:20.890126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:20.890164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:20.890193] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:20.893492] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-04T20:46:20.893770] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-04T20:46:20.893892] [INFO ] [sig       ] TARK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:21.035473] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TARK.txt
[2025-12-04T20:46:21.035660] [INFO ] [sig       ] [3048/3547] Completed TARK in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:21.035700] [INFO ] [sig       ] [3049/3547] Forecasting TARS...
[2025-12-04T20:46:21.035728] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-04T20:46:21.035755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-04T20:46:21.046794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-04T20:46:21.047040] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-04T20:46:21.047814] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-04T20:46:21.047863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:21.047917] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:21.047943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:21.047997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:21.103053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:21.103697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:21.103819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:21.103853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:21.227167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:21.227324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:21.227363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:21.227389] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:21.230800] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-04T20:46:21.231086] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-04T20:46:21.231209] [INFO ] [sig       ] TARS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:21.367754] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TARS.txt
[2025-12-04T20:46:21.367878] [INFO ] [sig       ] [3049/3547] Completed TARS in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:21.367915] [INFO ] [sig       ] [3050/3547] Forecasting TASK...
[2025-12-04T20:46:21.367942] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-04T20:46:21.367970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-04T20:46:21.380359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-04T20:46:21.380733] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-04T20:46:21.381547] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-04T20:46:21.381616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:21.381649] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:21.381675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:21.381730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:21.439701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:21.440601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:21.440693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:21.440725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:21.563817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:21.563986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:21.564038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:21.564070] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:21.567537] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=43.08%)
[2025-12-04T20:46:21.567865] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-04T20:46:21.567992] [INFO ] [sig       ] TASK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:21.710749] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TASK.txt
[2025-12-04T20:46:21.710881] [INFO ] [sig       ] [3050/3547] Completed TASK in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:21.710921] [INFO ] [sig       ] [3051/3547] Forecasting TBB...
[2025-12-04T20:46:21.710949] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-04T20:46:21.710977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-04T20:46:21.723102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-04T20:46:21.723437] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-04T20:46:21.724230] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-04T20:46:21.724280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:21.724323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:21.724349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:21.724402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:21.779214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:21.779889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:21.779965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:21.779995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:21.893796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:21.893940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:21.893977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:21.894003] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:21.897232] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-04T20:46:21.897496] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-04T20:46:21.897634] [INFO ] [sig       ] TBB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:22.035433] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TBB.txt
[2025-12-04T20:46:22.035595] [INFO ] [sig       ] [3051/3547] Completed TBB in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:22.035635] [INFO ] [sig       ] [3052/3547] Forecasting TBBK...
[2025-12-04T20:46:22.035663] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-04T20:46:22.035692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-04T20:46:22.047147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-04T20:46:22.047448] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-04T20:46:22.048234] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-04T20:46:22.048306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:22.048336] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:22.048361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:22.048414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:22.102905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:22.103644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:22.103722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:22.103752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:22.225108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:22.225281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:22.225321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:22.225378] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:22.228777] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-04T20:46:22.229035] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-04T20:46:22.229155] [INFO ] [sig       ] TBBK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:22.365555] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TBBK.txt
[2025-12-04T20:46:22.365733] [INFO ] [sig       ] [3052/3547] Completed TBBK in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:22.365776] [INFO ] [sig       ] [3053/3547] Forecasting TBI...
[2025-12-04T20:46:22.365804] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-04T20:46:22.365834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-04T20:46:22.377939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-04T20:46:22.378301] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-04T20:46:22.379097] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-04T20:46:22.379147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:22.379177] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:22.379202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:22.379255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:22.435553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:22.436243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:22.436321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:22.436353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:22.557108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:22.557239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:22.557276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:22.557304] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:22.560561] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-04T20:46:22.560839] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-04T20:46:22.560954] [INFO ] [sig       ] TBI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:22.703600] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TBI.txt
[2025-12-04T20:46:22.703716] [INFO ] [sig       ] [3053/3547] Completed TBI in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:22.703762] [INFO ] [sig       ] [3054/3547] Forecasting TBIL...
[2025-12-04T20:46:22.703806] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-04T20:46:22.703834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-04T20:46:22.716040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-04T20:46:22.716395] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-04T20:46:22.717218] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-04T20:46:22.717270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:22.717300] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:22.717325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:22.717380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:22.775829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:22.776569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:22.776666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:22.776698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:22.834082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:22.834220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:22.834259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:22.834286] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:22.837570] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-04T20:46:22.837851] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-04T20:46:22.837964] [INFO ] [sig       ] TBIL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:22.974265] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TBIL.txt
[2025-12-04T20:46:22.974398] [INFO ] [sig       ] [3054/3547] Completed TBIL in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:22.974434] [INFO ] [sig       ] [3055/3547] Forecasting TBLA...
[2025-12-04T20:46:22.974469] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-04T20:46:22.974500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-04T20:46:22.985772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-04T20:46:22.986048] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-04T20:46:22.986813] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-04T20:46:22.986862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:22.986891] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:22.986916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:22.986968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:23.044101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:23.044861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:23.044942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:23.044974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:23.166836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:23.166989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:23.167028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:23.167054] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:23.170360] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-04T20:46:23.170635] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-04T20:46:23.170751] [INFO ] [sig       ] TBLA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:23.305220] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TBLA.txt
[2025-12-04T20:46:23.305361] [INFO ] [sig       ] [3055/3547] Completed TBLA in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:23.305398] [INFO ] [sig       ] [3056/3547] Forecasting TBLD...
[2025-12-04T20:46:23.305426] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-04T20:46:23.305454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-04T20:46:23.316664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-04T20:46:23.316929] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-04T20:46:23.317696] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-04T20:46:23.317745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:23.317775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:23.317799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:23.317852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:23.375377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:23.376202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:23.376279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:23.376310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:23.494948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:23.495103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:23.495150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:23.495183] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:23.498720] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2025-12-04T20:46:23.499075] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-04T20:46:23.499216] [INFO ] [sig       ] TBLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:23.644420] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TBLD.txt
[2025-12-04T20:46:23.644548] [INFO ] [sig       ] [3056/3547] Completed TBLD in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:23.644605] [INFO ] [sig       ] [3057/3547] Forecasting TBPH...
[2025-12-04T20:46:23.644635] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-04T20:46:23.644663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-04T20:46:23.655710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-04T20:46:23.656081] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-04T20:46:23.656942] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-04T20:46:23.656998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:23.657029] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:23.657054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:23.657109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:23.715271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:23.716021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:23.716100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:23.716133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:23.838508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:23.838672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:23.838711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:23.838737] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:23.842042] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-12-04T20:46:23.842312] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-04T20:46:23.842432] [INFO ] [sig       ] TBPH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:23.977009] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TBPH.txt
[2025-12-04T20:46:23.977142] [INFO ] [sig       ] [3057/3547] Completed TBPH in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:23.977180] [INFO ] [sig       ] [3058/3547] Forecasting TBRG...
[2025-12-04T20:46:23.977207] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-04T20:46:23.977235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-04T20:46:23.996788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-04T20:46:23.997102] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-04T20:46:23.997914] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-04T20:46:23.997966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:23.997996] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:23.998023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:23.998077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:24.055423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:24.056063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:24.056137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:24.056167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:24.171597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:24.171711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:24.171746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:24.171790] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:24.174903] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-04T20:46:24.175154] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-04T20:46:24.175267] [INFO ] [sig       ] TBRG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:24.316103] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TBRG.txt
[2025-12-04T20:46:24.316224] [INFO ] [sig       ] [3058/3547] Completed TBRG in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:24.316259] [INFO ] [sig       ] [3059/3547] Forecasting TCBI...
[2025-12-04T20:46:24.316287] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-04T20:46:24.316315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-04T20:46:24.326996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-04T20:46:24.327254] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-04T20:46:24.328011] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-04T20:46:24.328060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:24.328090] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:24.328117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:24.328171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:24.387262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:24.388466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:24.388628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:24.388667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:24.513280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:24.513448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:24.513490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:24.513516] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:24.516921] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-04T20:46:24.517186] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-04T20:46:24.517306] [INFO ] [sig       ] TCBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:24.654658] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TCBI.txt
[2025-12-04T20:46:24.654785] [INFO ] [sig       ] [3059/3547] Completed TCBI in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:24.654821] [INFO ] [sig       ] [3060/3547] Forecasting TCBIO...
[2025-12-04T20:46:24.654850] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-04T20:46:24.654877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-04T20:46:24.666446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-04T20:46:24.666725] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-04T20:46:24.667462] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-04T20:46:24.667511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:24.667541] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:24.667567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:24.667647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:24.723432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:24.724232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:24.724310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:24.724359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:24.831635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:24.831796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:24.831834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:24.831862] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:24.835158] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-04T20:46:24.835415] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-04T20:46:24.835532] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:24.971783] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TCBIO.txt
[2025-12-04T20:46:24.971899] [INFO ] [sig       ] [3060/3547] Completed TCBIO in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:24.971936] [INFO ] [sig       ] [3061/3547] Forecasting TCBK...
[2025-12-04T20:46:24.971963] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-04T20:46:24.971991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-04T20:46:24.984154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-04T20:46:24.984615] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-04T20:46:24.985425] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-04T20:46:24.985476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:24.985506] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:24.985530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:24.985601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:25.043036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:25.043950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:25.044036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:25.044068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:25.164006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:25.164196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:25.164236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:25.164263] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:25.167662] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-12-04T20:46:25.167925] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-04T20:46:25.168053] [INFO ] [sig       ] TCBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:25.303634] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TCBK.txt
[2025-12-04T20:46:25.303752] [INFO ] [sig       ] [3061/3547] Completed TCBK in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:25.303789] [INFO ] [sig       ] [3062/3547] Forecasting TCBX...
[2025-12-04T20:46:25.303816] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-04T20:46:25.303843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-04T20:46:25.315943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-04T20:46:25.316257] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-04T20:46:25.317057] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-04T20:46:25.317106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:25.317137] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:25.317174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:25.317229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:25.373443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:25.374094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:25.374172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:25.374205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:25.496154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:25.496300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:25.496337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:25.496365] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:25.499659] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-12-04T20:46:25.499917] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-04T20:46:25.500039] [INFO ] [sig       ] TCBX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:25.636690] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TCBX.txt
[2025-12-04T20:46:25.636806] [INFO ] [sig       ] [3062/3547] Completed TCBX in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:25.636843] [INFO ] [sig       ] [3063/3547] Forecasting TCMD...
[2025-12-04T20:46:25.636871] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-04T20:46:25.636899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-04T20:46:25.649540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-04T20:46:25.649982] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-04T20:46:25.650803] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-04T20:46:25.650853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:25.650884] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:25.650909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:25.650963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:25.709139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:25.710057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:25.710143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:25.710176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:25.837009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:25.837163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:25.837203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:25.837231] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:25.840640] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-12-04T20:46:25.840912] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-04T20:46:25.841036] [INFO ] [sig       ] TCMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:25.977319] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TCMD.txt
[2025-12-04T20:46:25.977456] [INFO ] [sig       ] [3063/3547] Completed TCMD in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-04T20:46:25.977494] [INFO ] [sig       ] [3064/3547] Forecasting TCOM...
[2025-12-04T20:46:25.977521] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-04T20:46:25.977548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-04T20:46:25.989655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-04T20:46:25.990004] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-04T20:46:25.990804] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-04T20:46:25.990853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:25.990883] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:25.990908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:25.990961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:26.045950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:26.046553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:26.046645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:26.046677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:26.168034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:26.168178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:26.168215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:26.168241] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:26.171499] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-04T20:46:26.171781] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-04T20:46:26.171897] [INFO ] [sig       ] TCOM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:26.307935] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TCOM.txt
[2025-12-04T20:46:26.308074] [INFO ] [sig       ] [3064/3547] Completed TCOM in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-04T20:46:26.308113] [INFO ] [sig       ] [3065/3547] Forecasting TCPC...
[2025-12-04T20:46:26.308142] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-04T20:46:26.308170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-04T20:46:26.319339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-04T20:46:26.319667] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-04T20:46:26.320412] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-04T20:46:26.320461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:26.320491] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:26.320516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:26.320594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:26.378353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:26.379016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:26.379093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:26.379126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:26.500759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:26.500913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:26.500953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:26.500981] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:26.504233] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-04T20:46:26.504498] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-04T20:46:26.504632] [INFO ] [sig       ] TCPC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:26.645083] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TCPC.txt
[2025-12-04T20:46:26.645215] [INFO ] [sig       ] [3065/3547] Completed TCPC in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:26.645254] [INFO ] [sig       ] [3066/3547] Forecasting TCX...
[2025-12-04T20:46:26.645281] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-04T20:46:26.645317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-04T20:46:26.656192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-04T20:46:26.656470] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-04T20:46:26.657247] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-04T20:46:26.657321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:26.657352] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:26.657384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:26.657440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:26.712859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:26.713616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:26.713691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:26.713722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:26.822549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:26.822701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:26.822738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:26.822764] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:26.826007] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-04T20:46:26.826265] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-04T20:46:26.826382] [INFO ] [sig       ] TCX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:26.962301] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TCX.txt
[2025-12-04T20:46:26.962418] [INFO ] [sig       ] [3066/3547] Completed TCX in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:26.962454] [INFO ] [sig       ] [3067/3547] Forecasting TD...
[2025-12-04T20:46:26.962481] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-04T20:46:26.962509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-04T20:46:26.973834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-04T20:46:26.974101] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-04T20:46:26.974862] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-04T20:46:26.974911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:26.974940] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:26.974965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:26.975020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:27.030683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:27.031293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:27.031366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:27.031397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:27.149781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:27.149924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:27.149961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:27.149987] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:27.153193] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-12-04T20:46:27.153449] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-04T20:46:27.153564] [INFO ] [sig       ] TD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:27.289133] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TD.txt
[2025-12-04T20:46:27.289262] [INFO ] [sig       ] [3067/3547] Completed TD in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:27.289299] [INFO ] [sig       ] [3068/3547] Forecasting TDC...
[2025-12-04T20:46:27.289327] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-04T20:46:27.289354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-04T20:46:27.299962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-04T20:46:27.300233] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-04T20:46:27.300993] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-04T20:46:27.301041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:27.301070] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:27.301095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:27.301148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:27.356062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:27.356669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:27.356742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:27.356773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:27.477179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:27.477295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:27.477331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:27.477357] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:27.480605] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-04T20:46:27.480864] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-04T20:46:27.480978] [INFO ] [sig       ] TDC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:27.615497] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TDC.txt
[2025-12-04T20:46:27.615615] [INFO ] [sig       ] [3068/3547] Completed TDC in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:27.615653] [INFO ] [sig       ] [3069/3547] Forecasting TDF...
[2025-12-04T20:46:27.615682] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-04T20:46:27.615709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-04T20:46:27.626093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-04T20:46:27.626350] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-04T20:46:27.627104] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-04T20:46:27.627152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:27.627182] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:27.627206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:27.627259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:27.682545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:27.683132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:27.683205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:27.683234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:27.796057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:27.796180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:27.796215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:27.796274] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:27.799499] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=57.61%)
[2025-12-04T20:46:27.799780] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-04T20:46:27.799901] [INFO ] [sig       ] TDF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:27.939567] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TDF.txt
[2025-12-04T20:46:27.939743] [INFO ] [sig       ] [3069/3547] Completed TDF in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:27.939781] [INFO ] [sig       ] [3070/3547] Forecasting TDG...
[2025-12-04T20:46:27.939810] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-04T20:46:27.939839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-04T20:46:27.951548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-04T20:46:27.951938] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-04T20:46:27.952708] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-04T20:46:27.952757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:27.952787] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:27.952812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:27.952866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:28.008033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:28.008867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:28.008945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:28.008975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:28.125392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:28.125522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:28.125558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:28.125602] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:28.128816] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-04T20:46:28.129077] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-04T20:46:28.129191] [INFO ] [sig       ] TDG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:28.265212] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TDG.txt
[2025-12-04T20:46:28.265321] [INFO ] [sig       ] [3070/3547] Completed TDG in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:28.265356] [INFO ] [sig       ] [3071/3547] Forecasting TDOC...
[2025-12-04T20:46:28.265384] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-12-04T20:46:28.265411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-12-04T20:46:28.275867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-12-04T20:46:28.276161] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-12-04T20:46:28.276920] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-12-04T20:46:28.276968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:28.276998] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:28.277023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:28.277078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:28.332444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:28.333079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:28.333154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:28.333184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:28.452225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:28.452356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:28.452390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:28.452417] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:28.455509] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-04T20:46:28.455777] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-12-04T20:46:28.455891] [INFO ] [sig       ] TDOC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:28.592626] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TDOC.txt
[2025-12-04T20:46:28.592743] [INFO ] [sig       ] [3071/3547] Completed TDOC in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:28.592778] [INFO ] [sig       ] [3072/3547] Forecasting TDS...
[2025-12-04T20:46:28.592805] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-04T20:46:28.592833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-04T20:46:28.603408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-04T20:46:28.603687] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-04T20:46:28.604423] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-04T20:46:28.604472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:28.604501] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:28.604526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:28.604596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:28.660277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:28.660916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:28.660989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:28.661020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:28.777308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:28.777429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:28.777466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:28.777493] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:28.780761] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=73.70%)
[2025-12-04T20:46:28.781020] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-04T20:46:28.781131] [INFO ] [sig       ] TDS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:28.919361] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TDS.txt
[2025-12-04T20:46:28.919515] [INFO ] [sig       ] [3072/3547] Completed TDS in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:28.919554] [INFO ] [sig       ] [3073/3547] Forecasting TDSC...
[2025-12-04T20:46:28.919606] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-04T20:46:28.919636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-04T20:46:28.930236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-04T20:46:28.930501] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-04T20:46:28.931251] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-04T20:46:28.931300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:28.931331] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:28.931356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:28.931410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:28.986814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:28.987383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:28.987454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:28.987485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:29.089961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:29.090086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:29.090121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:29.090146] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:29.093356] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-04T20:46:29.093630] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-04T20:46:29.093747] [INFO ] [sig       ] TDSC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:29.231967] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TDSC.txt
[2025-12-04T20:46:29.232077] [INFO ] [sig       ] [3073/3547] Completed TDSC in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:29.232112] [INFO ] [sig       ] [3074/3547] Forecasting TDUP...
[2025-12-04T20:46:29.232141] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-04T20:46:29.232169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-04T20:46:29.243303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-04T20:46:29.243568] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-04T20:46:29.244336] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-04T20:46:29.244385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:29.244415] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:29.244441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:29.244495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:29.300071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:29.300832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:29.300908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:29.300938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:29.415189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:29.415307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:29.415342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:29.415369] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:29.418540] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=37.68%)
[2025-12-04T20:46:29.418810] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-04T20:46:29.418927] [INFO ] [sig       ] TDUP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:29.554644] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TDUP.txt
[2025-12-04T20:46:29.554756] [INFO ] [sig       ] [3074/3547] Completed TDUP in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:29.554792] [INFO ] [sig       ] [3075/3547] Forecasting TDY...
[2025-12-04T20:46:29.554820] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-04T20:46:29.554848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-04T20:46:29.565764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-04T20:46:29.566049] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-04T20:46:29.566813] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-04T20:46:29.566873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:29.566903] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:29.566929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:29.566983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:29.622521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:29.623127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:29.623201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:29.623231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:29.743590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:29.743705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:29.743746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:29.743773] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:29.747028] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-04T20:46:29.747287] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-04T20:46:29.747399] [INFO ] [sig       ] TDY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:29.887338] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TDY.txt
[2025-12-04T20:46:29.887450] [INFO ] [sig       ] [3075/3547] Completed TDY in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:29.887487] [INFO ] [sig       ] [3076/3547] Forecasting TEAM...
[2025-12-04T20:46:29.887514] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-04T20:46:29.887541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-04T20:46:29.898536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-04T20:46:29.898838] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-04T20:46:29.899591] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-04T20:46:29.899640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:29.899669] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:29.899696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:29.899754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:29.956435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:29.957115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:29.957236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:29.957277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:30.084526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:30.084790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:30.084839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:30.084869] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:30.088879] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-04T20:46:30.089217] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-04T20:46:30.089367] [INFO ] [sig       ] TEAM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:30.237109] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TEAM.txt
[2025-12-04T20:46:30.237332] [INFO ] [sig       ] [3076/3547] Completed TEAM in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:30.237374] [INFO ] [sig       ] [3077/3547] Forecasting TECH...
[2025-12-04T20:46:30.237405] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-04T20:46:30.237439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-04T20:46:30.251012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-04T20:46:30.251404] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-04T20:46:30.252262] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-04T20:46:30.252313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:30.252345] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:30.252370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:30.252426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:30.309259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:30.310035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:30.310119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:30.310152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:30.428724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:30.428888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:30.428930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:30.428958] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:30.432298] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-12-04T20:46:30.432565] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-04T20:46:30.432705] [INFO ] [sig       ] TECH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:30.571545] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TECH.txt
[2025-12-04T20:46:30.571701] [INFO ] [sig       ] [3077/3547] Completed TECH in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:30.571740] [INFO ] [sig       ] [3078/3547] Forecasting TECK...
[2025-12-04T20:46:30.571769] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-04T20:46:30.571799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-04T20:46:30.585387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-04T20:46:30.585925] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-04T20:46:30.586961] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-04T20:46:30.587016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:30.587050] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:30.587075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:30.587131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:30.647767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:30.648999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:30.649097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:30.649128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:30.788070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:30.788233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:30.788288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:30.788316] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:30.791796] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-04T20:46:30.792122] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-04T20:46:30.792262] [INFO ] [sig       ] TECK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:30.930170] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TECK.txt
[2025-12-04T20:46:30.930303] [INFO ] [sig       ] [3078/3547] Completed TECK in 0.4s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:30.930348] [INFO ] [sig       ] [3079/3547] Forecasting TECX...
[2025-12-04T20:46:30.930377] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-04T20:46:30.930406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-04T20:46:30.941726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-04T20:46:30.942010] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-04T20:46:30.942811] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-04T20:46:30.942860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:30.942891] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:30.942916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:30.942970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:31.001698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:31.002540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:31.002644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:31.002690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:31.119187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:31.119336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:31.119374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:31.119402] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:31.122685] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-04T20:46:31.122942] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-04T20:46:31.123061] [INFO ] [sig       ] TECX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:31.263114] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TECX.txt
[2025-12-04T20:46:31.263274] [INFO ] [sig       ] [3079/3547] Completed TECX in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:31.263313] [INFO ] [sig       ] [3080/3547] Forecasting TEF...
[2025-12-04T20:46:31.263341] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-04T20:46:31.263368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-04T20:46:31.274367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-04T20:46:31.274663] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-04T20:46:31.275406] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-04T20:46:31.275455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:31.275485] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:31.275511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:31.275565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:31.332843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:31.333544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:31.333640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:31.333674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:31.450211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:31.450368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:31.450406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:31.450434] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:31.453726] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=41.27%)
[2025-12-04T20:46:31.453987] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-04T20:46:31.454141] [INFO ] [sig       ] TEF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:31.595745] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TEF.txt
[2025-12-04T20:46:31.595870] [INFO ] [sig       ] [3080/3547] Completed TEF in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:31.595907] [INFO ] [sig       ] [3081/3547] Forecasting TEI...
[2025-12-04T20:46:31.595934] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-04T20:46:31.595963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-04T20:46:31.607344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-04T20:46:31.607672] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-04T20:46:31.608463] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-04T20:46:31.608513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:31.608543] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:31.608568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:31.608655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:31.665486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:31.666127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:31.666203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:31.666235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:31.782641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:31.782799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:31.782846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:31.782873] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:31.786133] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=54.17%)
[2025-12-04T20:46:31.786390] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-04T20:46:31.786506] [INFO ] [sig       ] TEI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:31.929132] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TEI.txt
[2025-12-04T20:46:31.929439] [INFO ] [sig       ] [3081/3547] Completed TEI in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-04T20:46:31.929499] [INFO ] [sig       ] [3082/3547] Forecasting TELO...
[2025-12-04T20:46:31.929545] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-04T20:46:31.929608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-04T20:46:31.946358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-04T20:46:31.947008] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-04T20:46:31.948187] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-04T20:46:31.948269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:31.948316] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:31.948355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:31.948436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:32.027136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:32.028294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:32.028399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:32.028431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:32.146590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:32.146824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:32.146898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:32.146929] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:32.150947] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-04T20:46:32.151377] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-04T20:46:32.151545] [INFO ] [sig       ] TELO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:32.294050] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TELO.txt
[2025-12-04T20:46:32.294262] [INFO ] [sig       ] [3082/3547] Completed TELO in 0.4s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:32.294309] [INFO ] [sig       ] [3083/3547] Forecasting TEM...
[2025-12-04T20:46:32.294337] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-04T20:46:32.294366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-04T20:46:32.307932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-04T20:46:32.308517] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-04T20:46:32.309428] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-04T20:46:32.309479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:32.309546] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:32.309600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:32.309666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:32.367278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:32.368459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:32.368603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:32.368640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:32.496640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:32.496874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:32.496920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:32.496947] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:32.500796] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-12-04T20:46:32.501110] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-04T20:46:32.501245] [INFO ] [sig       ] TEM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:32.649405] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TEM.txt
[2025-12-04T20:46:32.649591] [INFO ] [sig       ] [3083/3547] Completed TEM in 0.4s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:32.649635] [INFO ] [sig       ] [3084/3547] Forecasting TENB...
[2025-12-04T20:46:32.649664] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-04T20:46:32.649693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-04T20:46:32.661364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-04T20:46:32.661761] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-04T20:46:32.662616] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-04T20:46:32.662668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:32.662700] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:32.662727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:32.662784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:32.722243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:32.723078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:32.723180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:32.723214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:32.847061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:32.847465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:32.847763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:32.847802] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:32.852461] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=42.87%)
[2025-12-04T20:46:32.852916] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-04T20:46:32.853114] [INFO ] [sig       ] TENB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:33.014912] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TENB.txt
[2025-12-04T20:46:33.015121] [INFO ] [sig       ] [3084/3547] Completed TENB in 0.4s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:33.015165] [INFO ] [sig       ] [3085/3547] Forecasting TENX...
[2025-12-04T20:46:33.015194] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-04T20:46:33.015226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-04T20:46:33.028403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-04T20:46:33.029001] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-04T20:46:33.029996] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-04T20:46:33.030057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:33.030091] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:33.030118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:33.030178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:33.088849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:33.090078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:33.090178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:33.090211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:33.205770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:33.206041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:33.206095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:33.206142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:33.210009] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-12-04T20:46:33.210308] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-04T20:46:33.210452] [INFO ] [sig       ] TENX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:33.352652] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TENX.txt
[2025-12-04T20:46:33.352860] [INFO ] [sig       ] [3085/3547] Completed TENX in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:33.352904] [INFO ] [sig       ] [3086/3547] Forecasting TEO...
[2025-12-04T20:46:33.352932] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-04T20:46:33.352965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-04T20:46:33.366405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-04T20:46:33.366987] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-04T20:46:33.367961] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-04T20:46:33.368015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:33.368069] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:33.368098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:33.368157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:33.426318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:33.427421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:33.427517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:33.427550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:33.548420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:33.548687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:33.548733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:33.548810] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:33.553121] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-12-04T20:46:33.553535] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-04T20:46:33.553717] [INFO ] [sig       ] TEO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:33.701460] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TEO.txt
[2025-12-04T20:46:33.701673] [INFO ] [sig       ] [3086/3547] Completed TEO in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:33.701719] [INFO ] [sig       ] [3087/3547] Forecasting TERN...
[2025-12-04T20:46:33.701747] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-04T20:46:33.701777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-04T20:46:33.715006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-04T20:46:33.715405] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-04T20:46:33.716232] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-04T20:46:33.716283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:33.716313] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:33.716337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:33.716391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:33.773189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:33.774096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:33.774177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:33.774209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:33.915654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:33.915807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:33.915845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:33.915872] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:33.919183] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-04T20:46:33.919458] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-04T20:46:33.919603] [INFO ] [sig       ] TERN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:34.075357] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TERN.txt
[2025-12-04T20:46:34.075553] [INFO ] [sig       ] [3087/3547] Completed TERN in 0.4s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:34.075614] [INFO ] [sig       ] [3088/3547] Forecasting TEVA...
[2025-12-04T20:46:34.075646] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-04T20:46:34.075678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-04T20:46:34.090146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-04T20:46:34.090685] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-04T20:46:34.091602] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-04T20:46:34.091653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:34.091685] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:34.091710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:34.091765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:34.150087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:34.150909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:34.150993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:34.151025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:34.270678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:34.270839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:34.270881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:34.270910] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:34.274231] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-12-04T20:46:34.274498] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-04T20:46:34.274638] [INFO ] [sig       ] TEVA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:34.411550] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TEVA.txt
[2025-12-04T20:46:34.411700] [INFO ] [sig       ] [3088/3547] Completed TEVA in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:34.411737] [INFO ] [sig       ] [3089/3547] Forecasting TEX...
[2025-12-04T20:46:34.411765] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-04T20:46:34.411793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-04T20:46:34.424118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-04T20:46:34.424437] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-04T20:46:34.425263] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-04T20:46:34.425314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:34.425347] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:34.425373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:34.425429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:34.481089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:34.481699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:34.481774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:34.481805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:34.605379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:34.605529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:34.605583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:34.605612] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:34.609017] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=19.24%)
[2025-12-04T20:46:34.609472] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-04T20:46:34.609607] [INFO ] [sig       ] TEX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:34.747710] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TEX.txt
[2025-12-04T20:46:34.747839] [INFO ] [sig       ] [3089/3547] Completed TEX in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:34.747875] [INFO ] [sig       ] [3090/3547] Forecasting TFC...
[2025-12-04T20:46:34.747910] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-04T20:46:34.747939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-04T20:46:34.760751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-04T20:46:34.761038] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-04T20:46:34.761806] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-04T20:46:34.761855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:34.761886] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:34.761911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:34.761965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:34.817034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:34.817649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:34.817723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:34.817754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:34.946650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:34.946806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:34.946845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:34.946872] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:34.950188] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2025-12-04T20:46:34.950448] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-04T20:46:34.950568] [INFO ] [sig       ] TFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:35.094595] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TFC.txt
[2025-12-04T20:46:35.094825] [INFO ] [sig       ] [3090/3547] Completed TFC in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:35.094871] [INFO ] [sig       ] [3091/3547] Forecasting TFII...
[2025-12-04T20:46:35.094899] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-04T20:46:35.094930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-04T20:46:35.110637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-04T20:46:35.111223] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-04T20:46:35.112247] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-04T20:46:35.112310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:35.112349] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:35.112381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:35.112453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:35.173250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:35.174445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:35.174544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:35.174594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:35.294056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:35.294278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:35.294324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:35.294350] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:35.298464] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-04T20:46:35.298824] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-04T20:46:35.298967] [INFO ] [sig       ] TFII: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:35.439452] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TFII.txt
[2025-12-04T20:46:35.439666] [INFO ] [sig       ] [3091/3547] Completed TFII in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:35.439707] [INFO ] [sig       ] [3092/3547] Forecasting TFIN...
[2025-12-04T20:46:35.439735] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-04T20:46:35.439765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-04T20:46:35.453554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-04T20:46:35.454061] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-04T20:46:35.454952] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-04T20:46:35.455009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:35.455039] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:35.455064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:35.455118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:35.510298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:35.511219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:35.511305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:35.511337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:35.627749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:35.627906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:35.627945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:35.627971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:35.631354] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-04T20:46:35.631671] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-04T20:46:35.631790] [INFO ] [sig       ] TFIN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:35.770185] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TFIN.txt
[2025-12-04T20:46:35.770398] [INFO ] [sig       ] [3092/3547] Completed TFIN in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:35.770438] [INFO ] [sig       ] [3093/3547] Forecasting TFPM...
[2025-12-04T20:46:35.770469] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-04T20:46:35.770499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-04T20:46:35.784046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-04T20:46:35.784606] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-04T20:46:35.785595] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-04T20:46:35.785651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:35.785682] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:35.785711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:35.785770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:35.844882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:35.845967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:35.846107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:35.846141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:35.972238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:35.972462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:35.972505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:35.972558] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:35.976215] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-04T20:46:35.976510] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-04T20:46:35.976664] [INFO ] [sig       ] TFPM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:36.122688] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TFPM.txt
[2025-12-04T20:46:36.122890] [INFO ] [sig       ] [3093/3547] Completed TFPM in 0.4s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:36.122931] [INFO ] [sig       ] [3094/3547] Forecasting TFSL...
[2025-12-04T20:46:36.122961] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-04T20:46:36.122992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-04T20:46:36.140546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-04T20:46:36.141140] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-04T20:46:36.142302] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-04T20:46:36.142368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:36.142413] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:36.142452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:36.142538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:36.203287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:36.204206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:36.204290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:36.204321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:36.322879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:36.323049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:36.323089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:36.323117] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:36.326530] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-12-04T20:46:36.326825] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-04T20:46:36.326973] [INFO ] [sig       ] TFSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:36.468363] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TFSL.txt
[2025-12-04T20:46:36.468495] [INFO ] [sig       ] [3094/3547] Completed TFSL in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:36.468531] [INFO ] [sig       ] [3095/3547] Forecasting TG...
[2025-12-04T20:46:36.468560] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-04T20:46:36.468606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-04T20:46:36.480076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-04T20:46:36.480361] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-04T20:46:36.481161] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-04T20:46:36.481212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:36.481243] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:36.481268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:36.481322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:36.537392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:36.538058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:36.538135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:36.538181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:36.658872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:36.659106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:36.659151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:36.659180] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:36.663056] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-04T20:46:36.663366] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-04T20:46:36.663507] [INFO ] [sig       ] TG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:36.806218] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TG.txt
[2025-12-04T20:46:36.806392] [INFO ] [sig       ] [3095/3547] Completed TG in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:36.806434] [INFO ] [sig       ] [3096/3547] Forecasting TGLS...
[2025-12-04T20:46:36.806464] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-04T20:46:36.806496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-04T20:46:36.819053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-04T20:46:36.819440] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-04T20:46:36.820351] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-04T20:46:36.820405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:36.820438] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:36.820466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:36.820524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:36.877236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:36.878139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:36.878233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:36.878307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:37.001009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:37.001236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:37.001281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:37.001311] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:37.005058] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2025-12-04T20:46:37.005359] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-04T20:46:37.005492] [INFO ] [sig       ] TGLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:37.141559] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TGLS.txt
[2025-12-04T20:46:37.141784] [INFO ] [sig       ] [3096/3547] Completed TGLS in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:37.141824] [INFO ] [sig       ] [3097/3547] Forecasting TGNA...
[2025-12-04T20:46:37.141853] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-04T20:46:37.141883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-04T20:46:37.156340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-04T20:46:37.156854] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-04T20:46:37.157782] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-04T20:46:37.157834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:37.157866] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:37.157891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:37.157965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:37.215439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:37.216541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:37.216660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:37.216693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:37.337715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:37.337885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:37.337934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:37.337971] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:37.341424] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-04T20:46:37.341716] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-04T20:46:37.341844] [INFO ] [sig       ] TGNA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:37.476929] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TGNA.txt
[2025-12-04T20:46:37.477058] [INFO ] [sig       ] [3097/3547] Completed TGNA in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:37.477094] [INFO ] [sig       ] [3098/3547] Forecasting TGS...
[2025-12-04T20:46:37.477123] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-04T20:46:37.477151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-04T20:46:37.489047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-04T20:46:37.489439] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-04T20:46:37.490243] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-04T20:46:37.490293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:37.490322] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:37.490347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:37.490400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:37.545644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:37.546517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:37.546616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:37.546649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:37.661402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:37.661558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:37.661615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:37.661643] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:37.664922] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-04T20:46:37.665187] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-04T20:46:37.665304] [INFO ] [sig       ] TGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:37.803660] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TGS.txt
[2025-12-04T20:46:37.803800] [INFO ] [sig       ] [3098/3547] Completed TGS in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:37.803837] [INFO ] [sig       ] [3099/3547] Forecasting TGTX...
[2025-12-04T20:46:37.803865] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-04T20:46:37.803893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-04T20:46:37.815993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-04T20:46:37.816388] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-04T20:46:37.817365] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-04T20:46:37.817438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:37.817478] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:37.817510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:37.817610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:37.875564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:37.876323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:37.876402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:37.876434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:37.999400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:37.999601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:37.999644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:37.999674] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:38.003293] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-12-04T20:46:38.003601] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-04T20:46:38.003743] [INFO ] [sig       ] TGTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:38.140114] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TGTX.txt
[2025-12-04T20:46:38.140261] [INFO ] [sig       ] [3099/3547] Completed TGTX in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-04T20:46:38.140298] [INFO ] [sig       ] [3100/3547] Forecasting TH...
[2025-12-04T20:46:38.140328] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-04T20:46:38.140357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-04T20:46:38.151973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-04T20:46:38.152334] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-04T20:46:38.153125] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-04T20:46:38.153176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:38.153233] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:38.153261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:38.153318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:38.212135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:38.213086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:38.213172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:38.213203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:38.341466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:38.341643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:38.341685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:38.341712] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:38.345060] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=61.48%)
[2025-12-04T20:46:38.345333] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-04T20:46:38.345458] [INFO ] [sig       ] TH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:38.485051] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TH.txt
[2025-12-04T20:46:38.485207] [INFO ] [sig       ] [3100/3547] Completed TH in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:38.485244] [INFO ] [sig       ] [3101/3547] Forecasting THC...
[2025-12-04T20:46:38.485273] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-04T20:46:38.485302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-04T20:46:38.496877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-04T20:46:38.497163] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-04T20:46:38.497943] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-04T20:46:38.497997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:38.498026] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:38.498051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:38.498117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:38.555284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:38.556105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:38.556182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:38.556213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:38.678657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:38.678820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:38.678861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:38.678890] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:38.682250] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-04T20:46:38.682542] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-04T20:46:38.682700] [INFO ] [sig       ] THC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:38.822363] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/THC.txt
[2025-12-04T20:46:38.822524] [INFO ] [sig       ] [3101/3547] Completed THC in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:38.822564] [INFO ] [sig       ] [3102/3547] Forecasting THFF...
[2025-12-04T20:46:38.822617] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-04T20:46:38.822647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-04T20:46:38.833271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-04T20:46:38.833538] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-04T20:46:38.834314] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-04T20:46:38.834364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:38.834396] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:38.834422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:38.834477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:38.889743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:38.890371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:38.890447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:38.890478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:39.008107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:39.008277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:39.008318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:39.008345] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:39.011619] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-12-04T20:46:39.011880] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-04T20:46:39.011997] [INFO ] [sig       ] THFF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:39.152345] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/THFF.txt
[2025-12-04T20:46:39.152505] [INFO ] [sig       ] [3102/3547] Completed THFF in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:39.152545] [INFO ] [sig       ] [3103/3547] Forecasting THG...
[2025-12-04T20:46:39.152591] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-04T20:46:39.152624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-04T20:46:39.164681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-04T20:46:39.165072] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-04T20:46:39.165888] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-04T20:46:39.165939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:39.165971] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:39.165998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:39.166054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:39.223878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:39.224758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:39.224839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:39.224871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:39.345381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:39.345534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:39.345588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:39.345651] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:39.349077] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-04T20:46:39.349356] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-04T20:46:39.349480] [INFO ] [sig       ] THG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:39.497488] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/THG.txt
[2025-12-04T20:46:39.497634] [INFO ] [sig       ] [3103/3547] Completed THG in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:39.497674] [INFO ] [sig       ] [3104/3547] Forecasting THO...
[2025-12-04T20:46:39.497702] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-04T20:46:39.497730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-04T20:46:39.508906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-04T20:46:39.509238] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-04T20:46:39.510042] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-04T20:46:39.510092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:39.510125] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:39.510152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:39.510211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:39.568551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:39.569243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:39.569321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:39.569353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:39.689928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:39.690070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:39.690110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:39.690136] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:39.693370] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-04T20:46:39.693677] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-04T20:46:39.693797] [INFO ] [sig       ] THO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:39.835514] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/THO.txt
[2025-12-04T20:46:39.835656] [INFO ] [sig       ] [3104/3547] Completed THO in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:39.835694] [INFO ] [sig       ] [3105/3547] Forecasting THQ...
[2025-12-04T20:46:39.835722] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-04T20:46:39.835751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-04T20:46:39.846792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-04T20:46:39.847058] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-04T20:46:39.847823] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-04T20:46:39.847872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:39.847901] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:39.847926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:39.847981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:39.904686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:39.905378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:39.905456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:39.905488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:40.024941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:40.025094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:40.025132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:40.025159] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:40.028392] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-04T20:46:40.028668] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-04T20:46:40.028786] [INFO ] [sig       ] THQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:40.173378] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/THQ.txt
[2025-12-04T20:46:40.173522] [INFO ] [sig       ] [3105/3547] Completed THQ in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:40.173560] [INFO ] [sig       ] [3106/3547] Forecasting THRM...
[2025-12-04T20:46:40.173606] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-04T20:46:40.173637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-04T20:46:40.184504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-04T20:46:40.184801] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-04T20:46:40.185554] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-04T20:46:40.185622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:40.185652] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:40.185678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:40.185731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:40.242848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:40.243644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:40.243723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:40.243755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:40.364024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:40.364161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:40.364215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:40.364243] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:40.367444] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=16.20%)
[2025-12-04T20:46:40.367722] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-04T20:46:40.367849] [INFO ] [sig       ] THRM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:40.508788] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/THRM.txt
[2025-12-04T20:46:40.508910] [INFO ] [sig       ] [3106/3547] Completed THRM in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:40.508955] [INFO ] [sig       ] [3107/3547] Forecasting THRY...
[2025-12-04T20:46:40.508988] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-04T20:46:40.509022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-04T20:46:40.520231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-04T20:46:40.520508] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-04T20:46:40.521312] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-04T20:46:40.521362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:40.521394] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:40.521419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:40.521474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:40.579358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:40.580087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:40.580172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:40.580204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:40.701892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:40.702042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:40.702081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:40.702110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:40.705460] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-12-04T20:46:40.705758] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-04T20:46:40.705885] [INFO ] [sig       ] THRY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:40.851993] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/THRY.txt
[2025-12-04T20:46:40.852135] [INFO ] [sig       ] [3107/3547] Completed THRY in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:40.852175] [INFO ] [sig       ] [3108/3547] Forecasting THS...
[2025-12-04T20:46:40.852203] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-04T20:46:40.852231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-04T20:46:40.863392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-04T20:46:40.863685] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-04T20:46:40.864453] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-04T20:46:40.864502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:40.864532] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:40.864557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:40.864629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:40.921610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:40.922271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:40.922350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:40.922383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:41.045512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:41.045671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:41.045710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:41.045736] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:41.048976] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-04T20:46:41.049231] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-04T20:46:41.049357] [INFO ] [sig       ] THS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:41.185857] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/THS.txt
[2025-12-04T20:46:41.185982] [INFO ] [sig       ] [3108/3547] Completed THS in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:41.186018] [INFO ] [sig       ] [3109/3547] Forecasting TIGO...
[2025-12-04T20:46:41.186045] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-04T20:46:41.186074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-04T20:46:41.200259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-04T20:46:41.200894] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-04T20:46:41.201889] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-04T20:46:41.201942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:41.201975] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:41.202001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:41.202058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:41.260298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:41.261813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:41.261949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:41.261983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:41.383217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:41.383449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:41.383494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:41.383523] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:41.387270] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-04T20:46:41.387564] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-04T20:46:41.387770] [INFO ] [sig       ] TIGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:41.534778] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TIGO.txt
[2025-12-04T20:46:41.534989] [INFO ] [sig       ] [3109/3547] Completed TIGO in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:41.535030] [INFO ] [sig       ] [3110/3547] Forecasting TIL...
[2025-12-04T20:46:41.535063] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-04T20:46:41.535094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-04T20:46:41.548521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-04T20:46:41.548939] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-04T20:46:41.549792] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-04T20:46:41.549844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:41.549889] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:41.549918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:41.549974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:41.606213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:41.607144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:41.607266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:41.607298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:41.725288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:41.725475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:41.725519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:41.725546] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:41.729179] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-04T20:46:41.729461] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-04T20:46:41.729609] [INFO ] [sig       ] TIL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:41.870657] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TIL.txt
[2025-12-04T20:46:41.870905] [INFO ] [sig       ] [3110/3547] Completed TIL in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:41.870951] [INFO ] [sig       ] [3111/3547] Forecasting TILE...
[2025-12-04T20:46:41.870984] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-04T20:46:41.871015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-04T20:46:41.886525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-04T20:46:41.887133] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-04T20:46:41.888061] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-04T20:46:41.888115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:41.888149] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:41.888177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:41.888235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:41.946898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:41.948043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:41.948142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:41.948174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:42.074481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:42.074734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:42.074819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:42.074865] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:42.078937] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-12-04T20:46:42.079309] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-04T20:46:42.079461] [INFO ] [sig       ] TILE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:42.221892] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TILE.txt
[2025-12-04T20:46:42.222066] [INFO ] [sig       ] [3111/3547] Completed TILE in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:42.222104] [INFO ] [sig       ] [3112/3547] Forecasting TIMB...
[2025-12-04T20:46:42.222133] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-04T20:46:42.222162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-04T20:46:42.235302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-04T20:46:42.235808] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-04T20:46:42.236680] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-04T20:46:42.236729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:42.236760] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:42.236785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:42.236841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:42.295278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:42.296355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:42.296455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:42.296489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:42.425433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:42.425698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:42.425762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:42.425803] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:42.431119] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-04T20:46:42.431913] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-04T20:46:42.432113] [INFO ] [sig       ] TIMB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:42.584692] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TIMB.txt
[2025-12-04T20:46:42.584920] [INFO ] [sig       ] [3112/3547] Completed TIMB in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:42.584969] [INFO ] [sig       ] [3113/3547] Forecasting TITN...
[2025-12-04T20:46:42.584999] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-04T20:46:42.585030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-04T20:46:42.599936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-04T20:46:42.600447] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-04T20:46:42.601371] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-04T20:46:42.601424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:42.601457] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:42.601483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:42.601539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:42.658482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:42.659651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:42.659751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:42.659785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:42.778165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:42.778434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:42.778482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:42.778513] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:42.782436] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-04T20:46:42.782838] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-04T20:46:42.783004] [INFO ] [sig       ] TITN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:42.924699] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TITN.txt
[2025-12-04T20:46:42.924967] [INFO ] [sig       ] [3113/3547] Completed TITN in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:42.925022] [INFO ] [sig       ] [3114/3547] Forecasting TJX...
[2025-12-04T20:46:42.925053] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-04T20:46:42.925084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-04T20:46:42.939309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-04T20:46:42.939853] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-04T20:46:42.940842] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-04T20:46:42.940893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:42.940925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:42.940950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:42.941016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:42.997224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:42.998371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:42.998481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:42.998518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:43.126396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:43.126656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:43.126708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:43.126738] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:43.130772] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-12-04T20:46:43.131177] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-04T20:46:43.131340] [INFO ] [sig       ] TJX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:43.271833] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TJX.txt
[2025-12-04T20:46:43.272050] [INFO ] [sig       ] [3114/3547] Completed TJX in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:43.272092] [INFO ] [sig       ] [3115/3547] Forecasting TK...
[2025-12-04T20:46:43.272121] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-04T20:46:43.272152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-04T20:46:43.286710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-04T20:46:43.287281] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-04T20:46:43.288228] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-04T20:46:43.288320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:43.288355] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:43.288392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:43.288450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:43.346459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:43.347636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:43.347743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:43.347777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:43.474161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:43.474386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:43.474433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:43.474462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:43.478327] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-12-04T20:46:43.478645] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-04T20:46:43.478778] [INFO ] [sig       ] TK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:43.632887] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TK.txt
[2025-12-04T20:46:43.633082] [INFO ] [sig       ] [3115/3547] Completed TK in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:43.633122] [INFO ] [sig       ] [3116/3547] Forecasting TKC...
[2025-12-04T20:46:43.633152] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-04T20:46:43.633182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-04T20:46:43.645804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-04T20:46:43.646351] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-04T20:46:43.647304] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-04T20:46:43.647359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:43.647392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:43.647419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:43.647477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:43.706131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:43.707288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:43.707390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:43.707422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:43.832705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:43.832933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:43.832979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:43.833007] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:43.837033] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-12-04T20:46:43.837389] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-04T20:46:43.837537] [INFO ] [sig       ] TKC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:43.985406] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TKC.txt
[2025-12-04T20:46:43.985629] [INFO ] [sig       ] [3116/3547] Completed TKC in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-04T20:46:43.985675] [INFO ] [sig       ] [3117/3547] Forecasting TKNO...
[2025-12-04T20:46:43.985707] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-04T20:46:43.985747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-04T20:46:43.999895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-04T20:46:44.000342] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-04T20:46:44.001188] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-04T20:46:44.001240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:44.001303] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:44.001330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:44.001386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:44.061249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:44.062289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:44.062376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:44.062409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:44.181855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:44.182044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:44.182105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:44.182174] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:44.185669] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-12-04T20:46:44.185933] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-04T20:46:44.186057] [INFO ] [sig       ] TKNO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:44.327160] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TKNO.txt
[2025-12-04T20:46:44.327303] [INFO ] [sig       ] [3117/3547] Completed TKNO in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:44.327341] [INFO ] [sig       ] [3118/3547] Forecasting TKO...
[2025-12-04T20:46:44.327371] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-04T20:46:44.327399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-04T20:46:44.339507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-04T20:46:44.339890] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-04T20:46:44.340714] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-04T20:46:44.340766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:44.340796] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:44.340821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:44.340874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:44.397002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:44.397823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:44.397901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:44.397931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:44.521755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:44.521936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:44.521976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:44.522006] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:44.525448] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-04T20:46:44.525723] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-04T20:46:44.525838] [INFO ] [sig       ] TKO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:44.664586] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TKO.txt
[2025-12-04T20:46:44.664709] [INFO ] [sig       ] [3118/3547] Completed TKO in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:44.664745] [INFO ] [sig       ] [3119/3547] Forecasting TLK...
[2025-12-04T20:46:44.664772] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-04T20:46:44.664800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-04T20:46:44.675915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-04T20:46:44.676199] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-04T20:46:44.676973] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-04T20:46:44.677021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:44.677051] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:44.677076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:44.677129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:44.733298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:44.733940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:44.734014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:44.734066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:44.854030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:44.854176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:44.854214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:44.854241] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:44.857520] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-12-04T20:46:44.857793] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-04T20:46:44.857911] [INFO ] [sig       ] TLK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:44.994111] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TLK.txt
[2025-12-04T20:46:44.994250] [INFO ] [sig       ] [3119/3547] Completed TLK in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:44.994287] [INFO ] [sig       ] [3120/3547] Forecasting TLN...
[2025-12-04T20:46:44.994314] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-04T20:46:44.994343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-04T20:46:45.006270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-04T20:46:45.006604] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-04T20:46:45.007383] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-04T20:46:45.007432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:45.007461] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:45.007486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:45.007540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:45.063218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:45.064094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:45.064182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:45.064212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:45.182907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:45.183071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:45.183110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:45.183178] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:45.186767] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-04T20:46:45.187088] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-04T20:46:45.187223] [INFO ] [sig       ] TLN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:45.326503] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TLN.txt
[2025-12-04T20:46:45.326678] [INFO ] [sig       ] [3120/3547] Completed TLN in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:45.326718] [INFO ] [sig       ] [3121/3547] Forecasting TLS...
[2025-12-04T20:46:45.326746] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-04T20:46:45.326774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-04T20:46:45.340397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-04T20:46:45.340981] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-04T20:46:45.341910] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-04T20:46:45.341962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:45.341993] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:45.342018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:45.342092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:45.398385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:45.399381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:45.399471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:45.399503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:45.518563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:45.518821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:45.518876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:45.518912] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:45.522976] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-12-04T20:46:45.523351] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-04T20:46:45.523491] [INFO ] [sig       ] TLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:45.681544] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TLS.txt
[2025-12-04T20:46:45.681826] [INFO ] [sig       ] [3121/3547] Completed TLS in 0.4s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:45.681889] [INFO ] [sig       ] [3122/3547] Forecasting TLSA...
[2025-12-04T20:46:45.681932] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-04T20:46:45.681972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-04T20:46:45.696999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-04T20:46:45.697507] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-04T20:46:45.698486] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-04T20:46:45.698538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:45.698568] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:45.698621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:45.698678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:45.755113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:45.756171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:45.756272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:45.756304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:45.881203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:45.881440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:45.881483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:45.881511] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:45.885688] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-04T20:46:45.886164] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-04T20:46:45.886324] [INFO ] [sig       ] TLSA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:46.029546] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TLSA.txt
[2025-12-04T20:46:46.029788] [INFO ] [sig       ] [3122/3547] Completed TLSA in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:46.029834] [INFO ] [sig       ] [3123/3547] Forecasting TLSI...
[2025-12-04T20:46:46.029862] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-04T20:46:46.029923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-04T20:46:46.043143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-04T20:46:46.043674] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-04T20:46:46.044632] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-04T20:46:46.044686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:46.044717] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:46.044742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:46.044800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:46.102987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:46.104133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:46.104234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:46.104267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:46.225881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:46.226048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:46.226090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:46.226120] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:46.229630] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-04T20:46:46.229919] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-04T20:46:46.230057] [INFO ] [sig       ] TLSI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:46.372025] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TLSI.txt
[2025-12-04T20:46:46.372169] [INFO ] [sig       ] [3123/3547] Completed TLSI in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:46.372210] [INFO ] [sig       ] [3124/3547] Forecasting TLYS...
[2025-12-04T20:46:46.372239] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-04T20:46:46.372274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-04T20:46:46.384084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-04T20:46:46.384378] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-04T20:46:46.385151] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-04T20:46:46.385201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:46.385231] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:46.385257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:46.385311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:46.442676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:46.443515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:46.443615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:46.443650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:46.567422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:46.567601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:46.567644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:46.567673] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:46.571042] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-04T20:46:46.571312] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-04T20:46:46.571436] [INFO ] [sig       ] TLYS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:46.708075] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TLYS.txt
[2025-12-04T20:46:46.708210] [INFO ] [sig       ] [3124/3547] Completed TLYS in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:46.708266] [INFO ] [sig       ] [3125/3547] Forecasting TM...
[2025-12-04T20:46:46.708295] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-04T20:46:46.708330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-04T20:46:46.720128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-04T20:46:46.720407] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-04T20:46:46.721171] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-04T20:46:46.721221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:46.721251] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:46.721276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:46.721330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:46.776696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:46.777539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:46.777636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:46.777669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:46.898128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:46.898310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:46.898352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:46.898379] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:46.901828] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-04T20:46:46.902085] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-04T20:46:46.902203] [INFO ] [sig       ] TM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:47.045437] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TM.txt
[2025-12-04T20:46:47.045609] [INFO ] [sig       ] [3125/3547] Completed TM in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:47.045651] [INFO ] [sig       ] [3126/3547] Forecasting TMC...
[2025-12-04T20:46:47.045681] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-04T20:46:47.045718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-04T20:46:47.059058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-04T20:46:47.059423] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-04T20:46:47.060245] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-04T20:46:47.060294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:47.060323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:47.060348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:47.060401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:47.118119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:47.119102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:47.119188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:47.119222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:47.238532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:47.238710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:47.238750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:47.238776] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:47.242171] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-12-04T20:46:47.242438] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-04T20:46:47.242561] [INFO ] [sig       ] TMC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:47.381449] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TMC.txt
[2025-12-04T20:46:47.381599] [INFO ] [sig       ] [3126/3547] Completed TMC in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:47.381640] [INFO ] [sig       ] [3127/3547] Forecasting TMCI...
[2025-12-04T20:46:47.381669] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-04T20:46:47.381699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-04T20:46:47.393059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-04T20:46:47.393359] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-04T20:46:47.394167] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-04T20:46:47.394218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:47.394252] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:47.394280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:47.394337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:47.453289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:47.454368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:47.454481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:47.454514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:47.578517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:47.578696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:47.578738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:47.578765] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:47.582169] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-04T20:46:47.582450] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-04T20:46:47.582593] [INFO ] [sig       ] TMCI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:47.719053] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TMCI.txt
[2025-12-04T20:46:47.719206] [INFO ] [sig       ] [3127/3547] Completed TMCI in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:47.719245] [INFO ] [sig       ] [3128/3547] Forecasting TMDX...
[2025-12-04T20:46:47.719274] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-04T20:46:47.719302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-04T20:46:47.738092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-04T20:46:47.738617] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-04T20:46:47.739533] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-04T20:46:47.739619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:47.739660] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:47.739692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:47.739769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:47.805267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:47.806107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:47.806189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:47.806220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:47.929070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:47.929309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:47.929353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:47.929381] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:47.934710] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-04T20:46:47.935321] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-04T20:46:47.935547] [INFO ] [sig       ] TMDX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:48.073302] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TMDX.txt
[2025-12-04T20:46:48.073446] [INFO ] [sig       ] [3128/3547] Completed TMDX in 0.4s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:48.073486] [INFO ] [sig       ] [3129/3547] Forecasting TME...
[2025-12-04T20:46:48.073514] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-04T20:46:48.073543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-04T20:46:48.086128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-04T20:46:48.086442] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-04T20:46:48.087284] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-04T20:46:48.087336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:48.087367] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:48.087392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:48.087447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:48.144938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:48.145620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:48.145700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:48.145732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:48.273157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:48.273327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:48.273368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:48.273396] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:48.276786] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-04T20:46:48.277052] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-04T20:46:48.277175] [INFO ] [sig       ] TME: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:48.414364] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TME.txt
[2025-12-04T20:46:48.414507] [INFO ] [sig       ] [3129/3547] Completed TME in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:48.414544] [INFO ] [sig       ] [3130/3547] Forecasting TMHC...
[2025-12-04T20:46:48.414589] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-04T20:46:48.414620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-04T20:46:48.428344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-04T20:46:48.428947] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-04T20:46:48.429872] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-04T20:46:48.429935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:48.429973] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:48.430001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:48.430059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:48.486866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:48.488016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:48.488132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:48.488164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:48.609990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:48.610267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:48.610317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:48.610346] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:48.614203] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-04T20:46:48.614541] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-04T20:46:48.614699] [INFO ] [sig       ] TMHC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:48.757653] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TMHC.txt
[2025-12-04T20:46:48.757929] [INFO ] [sig       ] [3130/3547] Completed TMHC in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:48.757978] [INFO ] [sig       ] [3131/3547] Forecasting TMUS...
[2025-12-04T20:46:48.758008] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-04T20:46:48.758038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-04T20:46:48.771047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-04T20:46:48.771736] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-04T20:46:48.772924] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-04T20:46:48.772986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:48.773023] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:48.773049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:48.773107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:48.831276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:48.832463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:48.832589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:48.832625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:48.961709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:48.962039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:48.962088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:48.962117] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:48.966048] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-04T20:46:48.966388] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-04T20:46:48.966535] [INFO ] [sig       ] TMUS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:49.111666] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TMUS.txt
[2025-12-04T20:46:49.111868] [INFO ] [sig       ] [3131/3547] Completed TMUS in 0.4s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:49.111907] [INFO ] [sig       ] [3132/3547] Forecasting TNC...
[2025-12-04T20:46:49.111937] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-04T20:46:49.111966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-04T20:46:49.124545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-04T20:46:49.124978] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-04T20:46:49.125927] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-04T20:46:49.125976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:49.126012] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:49.126038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:49.126094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:49.182892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:49.183950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:49.184053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:49.184086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:49.305872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:49.306105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:49.306155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:49.306184] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:49.310036] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-04T20:46:49.310357] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-04T20:46:49.310492] [INFO ] [sig       ] TNC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:49.456278] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TNC.txt
[2025-12-04T20:46:49.456490] [INFO ] [sig       ] [3132/3547] Completed TNC in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:49.456535] [INFO ] [sig       ] [3133/3547] Forecasting TNDM...
[2025-12-04T20:46:49.456589] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-04T20:46:49.456623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-04T20:46:49.470219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-04T20:46:49.470817] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-04T20:46:49.471834] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-04T20:46:49.471894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:49.471928] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:49.471955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:49.472013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:49.530842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:49.531974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:49.532079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:49.532112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:49.658880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:49.659106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:49.659150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:49.659178] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:49.662961] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-04T20:46:49.663272] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-04T20:46:49.663408] [INFO ] [sig       ] TNDM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:49.802982] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TNDM.txt
[2025-12-04T20:46:49.803191] [INFO ] [sig       ] [3133/3547] Completed TNDM in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:49.803233] [INFO ] [sig       ] [3134/3547] Forecasting TNGX...
[2025-12-04T20:46:49.803261] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-04T20:46:49.803290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-04T20:46:49.816274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-04T20:46:49.816764] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-04T20:46:49.817631] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-04T20:46:49.817681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:49.817765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:49.817793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:49.817854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:49.875644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:49.876871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:49.876967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:49.877001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:50.003552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:50.003804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:50.003848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:50.003877] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:50.007727] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-04T20:46:50.008040] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-04T20:46:50.008187] [INFO ] [sig       ] TNGX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:50.147476] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TNGX.txt
[2025-12-04T20:46:50.147735] [INFO ] [sig       ] [3134/3547] Completed TNGX in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-04T20:46:50.147806] [INFO ] [sig       ] [3135/3547] Forecasting TNK...
[2025-12-04T20:46:50.147839] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-04T20:46:50.147869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-04T20:46:50.161735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-04T20:46:50.162163] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-04T20:46:50.163060] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-04T20:46:50.163112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:50.163145] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:50.163171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:50.163226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:50.221319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:50.222043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:50.222123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:50.222155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:50.347800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:50.348036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:50.348087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:50.348117] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:50.352202] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=57.15%)
[2025-12-04T20:46:50.352522] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-04T20:46:50.352689] [INFO ] [sig       ] TNK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:50.499007] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TNK.txt
[2025-12-04T20:46:50.499191] [INFO ] [sig       ] [3135/3547] Completed TNK in 0.4s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:50.499232] [INFO ] [sig       ] [3136/3547] Forecasting TNL...
[2025-12-04T20:46:50.499259] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-04T20:46:50.499287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-04T20:46:50.512932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-04T20:46:50.513489] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-04T20:46:50.514419] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-04T20:46:50.514472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:50.514505] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:50.514538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:50.514619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:50.573000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:50.574223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:50.574336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:50.574370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:50.703131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:50.703354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:50.703397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:50.703424] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:50.707147] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-12-04T20:46:50.707440] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-04T20:46:50.707570] [INFO ] [sig       ] TNL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:50.851108] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TNL.txt
[2025-12-04T20:46:50.851301] [INFO ] [sig       ] [3136/3547] Completed TNL in 0.4s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:50.851343] [INFO ] [sig       ] [3137/3547] Forecasting TNON...
[2025-12-04T20:46:50.851372] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-04T20:46:50.851403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-04T20:46:50.864045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-04T20:46:50.864502] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-04T20:46:50.865310] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-04T20:46:50.865361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:50.865390] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:50.865415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:50.865468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:50.921049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:50.921836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:50.921918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:50.921948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:51.041671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:51.041838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:51.041879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:51.041941] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:51.045412] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-04T20:46:51.045707] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-04T20:46:51.045834] [INFO ] [sig       ] TNON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:51.192661] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TNON.txt
[2025-12-04T20:46:51.192807] [INFO ] [sig       ] [3137/3547] Completed TNON in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:51.192852] [INFO ] [sig       ] [3138/3547] Forecasting TNXP...
[2025-12-04T20:46:51.192880] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-04T20:46:51.192908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-04T20:46:51.204909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-04T20:46:51.205228] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-04T20:46:51.206020] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-04T20:46:51.206070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:51.206099] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:51.206124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:51.206177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:51.262133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:51.263031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:51.263137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:51.263170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:51.379530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:51.379709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:51.379748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:51.379775] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:51.383077] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-04T20:46:51.383341] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-04T20:46:51.383460] [INFO ] [sig       ] TNXP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:51.521049] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TNXP.txt
[2025-12-04T20:46:51.521211] [INFO ] [sig       ] [3138/3547] Completed TNXP in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:51.521248] [INFO ] [sig       ] [3139/3547] Forecasting TNYA...
[2025-12-04T20:46:51.521279] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-04T20:46:51.521306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-04T20:46:51.533056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-04T20:46:51.533364] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-04T20:46:51.534128] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-04T20:46:51.534177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:51.534207] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:51.534237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:51.534292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:51.591807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:51.592423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:51.592501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:51.592533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:51.716494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:51.716647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:51.716687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:51.716716] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:51.719999] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-12-04T20:46:51.720258] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-04T20:46:51.720393] [INFO ] [sig       ] TNYA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:51.858414] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TNYA.txt
[2025-12-04T20:46:51.858532] [INFO ] [sig       ] [3139/3547] Completed TNYA in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:51.858568] [INFO ] [sig       ] [3140/3547] Forecasting TOI...
[2025-12-04T20:46:51.858623] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-04T20:46:51.858652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-04T20:46:51.870314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-04T20:46:51.870729] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-04T20:46:51.871511] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-04T20:46:51.871560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:51.871610] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:51.871637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:51.871689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:51.928719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:51.929631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:51.929713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:51.929744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:52.056968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:52.057206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:52.057252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:52.057280] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:52.061343] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=65.01%)
[2025-12-04T20:46:52.061746] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-04T20:46:52.061918] [INFO ] [sig       ] TOI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:52.202270] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TOI.txt
[2025-12-04T20:46:52.202425] [INFO ] [sig       ] [3140/3547] Completed TOI in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:52.202463] [INFO ] [sig       ] [3141/3547] Forecasting TOL...
[2025-12-04T20:46:52.202492] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-04T20:46:52.202521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-04T20:46:52.214045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-04T20:46:52.214338] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-04T20:46:52.215138] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-04T20:46:52.215187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:52.215217] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:52.215241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:52.215294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:52.271702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:52.272368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:52.272448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:52.272480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:52.390964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:52.391147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:52.391214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:52.391242] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:52.394748] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-04T20:46:52.395033] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-04T20:46:52.395162] [INFO ] [sig       ] TOL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:52.534799] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TOL.txt
[2025-12-04T20:46:52.534953] [INFO ] [sig       ] [3141/3547] Completed TOL in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:52.534993] [INFO ] [sig       ] [3142/3547] Forecasting TORO...
[2025-12-04T20:46:52.535020] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-04T20:46:52.535048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-04T20:46:52.547003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-04T20:46:52.547316] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-04T20:46:52.548086] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-04T20:46:52.548135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:52.548164] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:52.548188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:52.548241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:52.604510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:52.605105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:52.605181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:52.605211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:52.721713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:52.721837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:52.721872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:52.721898] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:52.725034] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-12-04T20:46:52.725295] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-04T20:46:52.725409] [INFO ] [sig       ] TORO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:52.905415] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TORO.txt
[2025-12-04T20:46:52.905546] [INFO ] [sig       ] [3142/3547] Completed TORO in 0.4s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:52.905600] [INFO ] [sig       ] [3143/3547] Forecasting TOWN...
[2025-12-04T20:46:52.905630] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-04T20:46:52.905658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-04T20:46:52.916514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-04T20:46:52.916791] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-04T20:46:52.917523] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-04T20:46:52.917589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:52.917622] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:52.917648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:52.917702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:52.976366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:52.977053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:52.977145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:52.977177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:53.094028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:53.094172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:53.094209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:53.094236] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:53.097493] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-12-04T20:46:53.097765] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-04T20:46:53.097890] [INFO ] [sig       ] TOWN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:53.234326] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TOWN.txt
[2025-12-04T20:46:53.234440] [INFO ] [sig       ] [3143/3547] Completed TOWN in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:53.234477] [INFO ] [sig       ] [3144/3547] Forecasting TOYO...
[2025-12-04T20:46:53.234505] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-04T20:46:53.234533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-04T20:46:53.244908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-04T20:46:53.245146] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-04T20:46:53.245892] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-04T20:46:53.245942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:53.245971] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:53.245997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:53.246051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:53.301905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:53.302497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:53.302622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:53.302656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:53.412271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:53.412400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:53.412436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:53.412463] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:53.415605] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-04T20:46:53.415859] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-04T20:46:53.415972] [INFO ] [sig       ] TOYO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:53.553087] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TOYO.txt
[2025-12-04T20:46:53.553213] [INFO ] [sig       ] [3144/3547] Completed TOYO in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:53.553248] [INFO ] [sig       ] [3145/3547] Forecasting TPB...
[2025-12-04T20:46:53.553282] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-04T20:46:53.553310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-04T20:46:53.564060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-04T20:46:53.564324] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-04T20:46:53.565082] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-04T20:46:53.565130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:53.565173] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:53.565199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:53.565253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:53.621625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:53.622278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:53.622366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:53.622403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:53.742688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:53.742808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:53.742847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:53.742873] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:53.746182] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=42.77%)
[2025-12-04T20:46:53.746439] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-04T20:46:53.746554] [INFO ] [sig       ] TPB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:53.887267] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TPB.txt
[2025-12-04T20:46:53.887417] [INFO ] [sig       ] [3145/3547] Completed TPB in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:53.887455] [INFO ] [sig       ] [3146/3547] Forecasting TPC...
[2025-12-04T20:46:53.887484] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-04T20:46:53.887513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-04T20:46:53.898649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-04T20:46:53.899032] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-04T20:46:53.899816] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-04T20:46:53.899865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:53.899894] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:53.899918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:53.899971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:53.955907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:53.956797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:53.956901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:53.956934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:54.073436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:54.073611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:54.073650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:54.073678] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:54.076963] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-04T20:46:54.077217] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-04T20:46:54.077335] [INFO ] [sig       ] TPC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:54.213929] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TPC.txt
[2025-12-04T20:46:54.214051] [INFO ] [sig       ] [3146/3547] Completed TPC in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:54.214087] [INFO ] [sig       ] [3147/3547] Forecasting TPCS...
[2025-12-04T20:46:54.214114] [INFO ] [sig       ] Generating forecast for: TPCS
[2025-12-04T20:46:54.214142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'.
[2025-12-04T20:46:54.225655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPCS'.
[2025-12-04T20:46:54.226009] [INFO ] [FORECASTER] Starting predict_future for TPCS
[2025-12-04T20:46:54.226921] [DEBUG] [LOCAL     ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt
[2025-12-04T20:46:54.226971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:54.227001] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:54.227027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:54.227082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:54.282849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:54.283773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:54.283855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:54.283885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:54.393898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:54.394057] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:46:54.394095] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:54.394122] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:54.397430] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-04T20:46:54.397706] [INFO ] [FORECASTER] Completed predict_future for TPCS
[2025-12-04T20:46:54.397823] [INFO ] [sig       ] TPCS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:54.535433] [INFO ] [LOCAL     ] Saved forecast: TPCS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TPCS.txt
[2025-12-04T20:46:54.535609] [INFO ] [sig       ] [3147/3547] Completed TPCS in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:54.535647] [INFO ] [sig       ] [3148/3547] Forecasting TPG...
[2025-12-04T20:46:54.535676] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-04T20:46:54.535704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-04T20:46:54.546307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-04T20:46:54.546601] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-04T20:46:54.547347] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-04T20:46:54.547395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:54.547425] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:54.547450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:54.547504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:54.604029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:54.604700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:54.604775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:54.604806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:54.726148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:54.726297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:54.726340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:54.726372] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:54.729720] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=70.72%)
[2025-12-04T20:46:54.729986] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-04T20:46:54.730106] [INFO ] [sig       ] TPG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:54.868198] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TPG.txt
[2025-12-04T20:46:54.868375] [INFO ] [sig       ] [3148/3547] Completed TPG in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:54.868415] [INFO ] [sig       ] [3149/3547] Forecasting TPGXL...
[2025-12-04T20:46:54.868445] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-04T20:46:54.868481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-04T20:46:54.878904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-04T20:46:54.879199] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-04T20:46:54.879968] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-04T20:46:54.880016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:54.880046] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:54.880072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:54.880126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:54.936681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:54.937546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:54.937647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:54.937680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:55.055440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:55.055720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:55.055775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:55.055804] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:55.059977] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-04T20:46:55.060298] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-04T20:46:55.060444] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:55.216204] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TPGXL.txt
[2025-12-04T20:46:55.216437] [INFO ] [sig       ] [3149/3547] Completed TPGXL in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:55.216487] [INFO ] [sig       ] [3150/3547] Forecasting TPH...
[2025-12-04T20:46:55.216516] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-04T20:46:55.216546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-04T20:46:55.229446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-04T20:46:55.229874] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-04T20:46:55.230733] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-04T20:46:55.230785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:55.230816] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:55.230842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:55.230898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:55.286971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:55.287845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:55.287928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:55.287960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:55.403019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:55.403151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:55.403188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:55.403215] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:55.406416] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-04T20:46:55.406696] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-04T20:46:55.406813] [INFO ] [sig       ] TPH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:55.544042] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TPH.txt
[2025-12-04T20:46:55.544155] [INFO ] [sig       ] [3150/3547] Completed TPH in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:55.544190] [INFO ] [sig       ] [3151/3547] Forecasting TPL...
[2025-12-04T20:46:55.544218] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-04T20:46:55.544246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-04T20:46:55.555363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-04T20:46:55.555667] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-04T20:46:55.556445] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-04T20:46:55.556495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:55.556554] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:55.556602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:55.556675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:55.616225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:55.616924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:55.617003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:55.617035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:55.735503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:55.735661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:55.735697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:55.735723] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:55.738994] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-04T20:46:55.739254] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-04T20:46:55.739398] [INFO ] [sig       ] TPL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:55.876453] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TPL.txt
[2025-12-04T20:46:55.876567] [INFO ] [sig       ] [3151/3547] Completed TPL in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-04T20:46:55.876621] [INFO ] [sig       ] [3152/3547] Forecasting TPVG...
[2025-12-04T20:46:55.876649] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-04T20:46:55.876677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-04T20:46:55.887957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-04T20:46:55.888241] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-04T20:46:55.889057] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-04T20:46:55.889110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:55.889150] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:55.889185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:55.889241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:55.946228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:55.946886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:55.946965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:55.946997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:56.063917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:56.064060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:56.064099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:56.064143] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:56.067441] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-04T20:46:56.067718] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-04T20:46:56.067834] [INFO ] [sig       ] TPVG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:56.204749] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TPVG.txt
[2025-12-04T20:46:56.204874] [INFO ] [sig       ] [3152/3547] Completed TPVG in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.2m
[2025-12-04T20:46:56.204910] [INFO ] [sig       ] [3153/3547] Forecasting TPYP...
[2025-12-04T20:46:56.204939] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-04T20:46:56.204967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-04T20:46:56.215948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-04T20:46:56.216223] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-04T20:46:56.216998] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-04T20:46:56.217047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:56.217077] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:56.217101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:56.217155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:56.272383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:56.272976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:56.273051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:56.273082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:56.384927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:56.385092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:56.385135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:56.385163] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:56.388559] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=59.42%)
[2025-12-04T20:46:56.388842] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-04T20:46:56.388969] [INFO ] [sig       ] TPYP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:56.527599] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TPYP.txt
[2025-12-04T20:46:56.527730] [INFO ] [sig       ] [3153/3547] Completed TPYP in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:56.527767] [INFO ] [sig       ] [3154/3547] Forecasting TPZ...
[2025-12-04T20:46:56.527794] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-04T20:46:56.527824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-04T20:46:56.538987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-04T20:46:56.539256] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-04T20:46:56.540086] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-04T20:46:56.540137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:56.540168] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:56.540193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:56.540248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:56.598144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:56.598880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:56.598959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:56.598992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:56.706464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:56.706629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:56.706669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:56.706726] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:56.710038] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-04T20:46:56.710303] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-04T20:46:56.710428] [INFO ] [sig       ] TPZ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:56.848161] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TPZ.txt
[2025-12-04T20:46:56.848314] [INFO ] [sig       ] [3154/3547] Completed TPZ in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:56.848362] [INFO ] [sig       ] [3155/3547] Forecasting TQQQ...
[2025-12-04T20:46:56.848393] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-04T20:46:56.848425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-04T20:46:56.859793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-04T20:46:56.860109] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-04T20:46:56.860907] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-04T20:46:56.860957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:56.860988] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:56.861015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:56.861071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:56.919358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:56.920165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:56.920246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:56.920276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:57.042044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:57.042201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:57.042240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:57.042267] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:57.045760] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=63.77%)
[2025-12-04T20:46:57.046039] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-04T20:46:57.046168] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:57.183111] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TQQQ.txt
[2025-12-04T20:46:57.183236] [INFO ] [sig       ] [3155/3547] Completed TQQQ in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:57.183273] [INFO ] [sig       ] [3156/3547] Forecasting TRC...
[2025-12-04T20:46:57.183301] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-04T20:46:57.183329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-04T20:46:57.195315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-04T20:46:57.195639] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-04T20:46:57.196425] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-04T20:46:57.196476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:57.196507] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:57.196533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:57.196636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:57.257143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:57.257767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:57.257842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:57.257872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:57.376774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:57.376934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:57.376973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:57.377000] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:57.380390] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-04T20:46:57.380694] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-04T20:46:57.380819] [INFO ] [sig       ] TRC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:57.548621] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TRC.txt
[2025-12-04T20:46:57.548774] [INFO ] [sig       ] [3156/3547] Completed TRC in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:57.548813] [INFO ] [sig       ] [3157/3547] Forecasting TRDA...
[2025-12-04T20:46:57.548841] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-04T20:46:57.548872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-04T20:46:57.561440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-04T20:46:57.561886] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-04T20:46:57.562846] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-04T20:46:57.562910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:57.562944] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:57.562969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:57.563034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:57.628013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:57.629121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:57.629237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:57.629279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:57.791783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:57.791953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:57.792008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:57.792038] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:57.795926] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-04T20:46:57.796351] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-04T20:46:57.796511] [INFO ] [sig       ] TRDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:57.987300] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRDA.txt
[2025-12-04T20:46:57.987532] [INFO ] [sig       ] [3157/3547] Completed TRDA in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:57.987623] [INFO ] [sig       ] [3158/3547] Forecasting TREE...
[2025-12-04T20:46:57.987677] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-04T20:46:57.987727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-04T20:46:58.001015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-04T20:46:58.001465] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-04T20:46:58.002403] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-04T20:46:58.002475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:58.002509] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:58.002537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:58.002635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:58.059832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:58.060779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:58.060865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:58.060899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:58.213279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:58.213468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:58.213531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:58.213621] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:58.219288] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-04T20:46:58.219854] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-04T20:46:58.220063] [INFO ] [sig       ] TREE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:58.387840] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TREE.txt
[2025-12-04T20:46:58.388004] [INFO ] [sig       ] [3158/3547] Completed TREE in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:58.388047] [INFO ] [sig       ] [3159/3547] Forecasting TREX...
[2025-12-04T20:46:58.388078] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-04T20:46:58.388107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-04T20:46:58.399817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-04T20:46:58.400230] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-04T20:46:58.401092] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-04T20:46:58.401146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:58.401178] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:58.401206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:58.401278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:58.465984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:58.466874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:58.466969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:58.467002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:58.595809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:58.595964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:58.596019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:58.596051] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:58.599566] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-04T20:46:58.599862] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-04T20:46:58.599989] [INFO ] [sig       ] TREX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:58.743935] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TREX.txt
[2025-12-04T20:46:58.744073] [INFO ] [sig       ] [3159/3547] Completed TREX in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:58.744110] [INFO ] [sig       ] [3160/3547] Forecasting TRGP...
[2025-12-04T20:46:58.744138] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-04T20:46:58.744166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-04T20:46:58.755888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-04T20:46:58.756248] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-04T20:46:58.757058] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-04T20:46:58.757110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:58.757142] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:58.757169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:58.757226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:58.814964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:58.815786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:58.815892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:58.815925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:58.931145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:58.931291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:58.931330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:58.931359] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:58.934675] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-04T20:46:58.934932] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-04T20:46:58.935046] [INFO ] [sig       ] TRGP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:59.076955] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRGP.txt
[2025-12-04T20:46:59.077161] [INFO ] [sig       ] [3160/3547] Completed TRGP in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:59.077201] [INFO ] [sig       ] [3161/3547] Forecasting TRI...
[2025-12-04T20:46:59.077232] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-04T20:46:59.077260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-04T20:46:59.089757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-04T20:46:59.090186] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-04T20:46:59.091103] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-04T20:46:59.091153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:59.091183] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:59.091209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:59.091264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:59.149296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:59.150283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:59.150418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:59.150458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:59.277927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:59.278082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:59.278123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:59.278151] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:59.281608] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-04T20:46:59.281891] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-04T20:46:59.282014] [INFO ] [sig       ] TRI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:46:59.427791] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TRI.txt
[2025-12-04T20:46:59.427935] [INFO ] [sig       ] [3161/3547] Completed TRI in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:59.427974] [INFO ] [sig       ] [3162/3547] Forecasting TRIN...
[2025-12-04T20:46:59.428009] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-04T20:46:59.428038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-04T20:46:59.440068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-04T20:46:59.440365] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-04T20:46:59.441314] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-04T20:46:59.441374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:59.441416] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:59.441450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:59.441530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:59.499203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:59.499906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:59.499983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:59.500014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:59.621619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:59.621774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:59.621812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:59.621838] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:59.625111] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-04T20:46:59.625367] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-04T20:46:59.625491] [INFO ] [sig       ] TRIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:46:59.765102] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRIN.txt
[2025-12-04T20:46:59.765231] [INFO ] [sig       ] [3162/3547] Completed TRIN in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:46:59.765270] [INFO ] [sig       ] [3163/3547] Forecasting TRIP...
[2025-12-04T20:46:59.765297] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-04T20:46:59.765326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-04T20:46:59.777009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-04T20:46:59.777266] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-04T20:46:59.778024] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-04T20:46:59.778073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:46:59.778103] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:46:59.778129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:46:59.778182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:46:59.833170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:46:59.833805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:46:59.833881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:46:59.833912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:46:59.950660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:46:59.950804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:46:59.950841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:46:59.950867] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:46:59.954092] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-04T20:46:59.954370] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-04T20:46:59.954491] [INFO ] [sig       ] TRIP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:00.089224] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRIP.txt
[2025-12-04T20:47:00.089342] [INFO ] [sig       ] [3163/3547] Completed TRIP in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:47:00.089383] [INFO ] [sig       ] [3164/3547] Forecasting TRMB...
[2025-12-04T20:47:00.089416] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-04T20:47:00.089449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-04T20:47:00.101371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-04T20:47:00.101752] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-04T20:47:00.102554] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-04T20:47:00.102621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:00.102652] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:00.102677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:00.102731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:00.158060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:00.158892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:00.158974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:00.159005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:00.279768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:00.279925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:00.279964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:00.279991] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:00.283265] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-04T20:47:00.283530] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-04T20:47:00.283663] [INFO ] [sig       ] TRMB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:00.419154] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRMB.txt
[2025-12-04T20:47:00.419341] [INFO ] [sig       ] [3164/3547] Completed TRMB in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:47:00.419380] [INFO ] [sig       ] [3165/3547] Forecasting TRMD...
[2025-12-04T20:47:00.419409] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-04T20:47:00.419437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-04T20:47:00.432021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-04T20:47:00.432389] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-04T20:47:00.433241] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-04T20:47:00.433293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:00.433324] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:00.433351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:00.433405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:00.489003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:00.489831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:00.489921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:00.489952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:00.608865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:00.609015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:00.609057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:00.609085] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:00.612534] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-04T20:47:00.612829] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-04T20:47:00.612955] [INFO ] [sig       ] TRMD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:00.755194] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRMD.txt
[2025-12-04T20:47:00.755328] [INFO ] [sig       ] [3165/3547] Completed TRMD in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:47:00.755364] [INFO ] [sig       ] [3166/3547] Forecasting TRMK...
[2025-12-04T20:47:00.755392] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-04T20:47:00.755421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-04T20:47:00.766832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-04T20:47:00.767101] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-04T20:47:00.767873] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-04T20:47:00.767922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:00.767952] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:00.767978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:00.768032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:00.822983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:00.823641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:00.823716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:00.823747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:00.935290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:00.935431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:00.935469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:00.935497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:00.938752] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-04T20:47:00.939019] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-04T20:47:00.939133] [INFO ] [sig       ] TRMK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:01.076849] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRMK.txt
[2025-12-04T20:47:01.077003] [INFO ] [sig       ] [3166/3547] Completed TRMK in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:47:01.077043] [INFO ] [sig       ] [3167/3547] Forecasting TRN...
[2025-12-04T20:47:01.077070] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-04T20:47:01.077099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-04T20:47:01.088965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-04T20:47:01.089353] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-04T20:47:01.090136] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-04T20:47:01.090190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:01.090221] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:01.090247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:01.090301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:01.147223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:01.148124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:01.148206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:01.148239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:01.270683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:01.270837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:01.270877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:01.270906] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:01.274302] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-04T20:47:01.274607] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-04T20:47:01.274737] [INFO ] [sig       ] TRN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:01.417086] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRN.txt
[2025-12-04T20:47:01.417234] [INFO ] [sig       ] [3167/3547] Completed TRN in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:47:01.417270] [INFO ] [sig       ] [3168/3547] Forecasting TRNO...
[2025-12-04T20:47:01.417299] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-04T20:47:01.417327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-04T20:47:01.428685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-04T20:47:01.429032] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-04T20:47:01.429886] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-04T20:47:01.429938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:01.429996] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:01.430025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:01.430083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:01.487993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:01.488835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:01.488921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:01.488954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:01.609002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:01.609171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:01.609222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:01.609260] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:01.612879] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-04T20:47:01.613196] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-04T20:47:01.613339] [INFO ] [sig       ] TRNO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:01.754172] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRNO.txt
[2025-12-04T20:47:01.754311] [INFO ] [sig       ] [3168/3547] Completed TRNO in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:47:01.754357] [INFO ] [sig       ] [3169/3547] Forecasting TRNS...
[2025-12-04T20:47:01.754398] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-04T20:47:01.754431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-04T20:47:01.766507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-04T20:47:01.766844] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-04T20:47:01.767606] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-04T20:47:01.767666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:01.767697] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:01.767723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:01.767777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:01.826400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:01.827274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:01.827371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:01.827421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:01.961846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:01.962013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:01.962054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:01.962080] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:01.965663] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-04T20:47:01.966070] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-04T20:47:01.966291] [INFO ] [sig       ] TRNS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:02.113634] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRNS.txt
[2025-12-04T20:47:02.113850] [INFO ] [sig       ] [3169/3547] Completed TRNS in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-04T20:47:02.113892] [INFO ] [sig       ] [3170/3547] Forecasting TROX...
[2025-12-04T20:47:02.113920] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-04T20:47:02.113950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-04T20:47:02.126760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-04T20:47:02.127180] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-04T20:47:02.128120] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-04T20:47:02.128172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:02.128206] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:02.128232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:02.128314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:02.184139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:02.185165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:02.185256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:02.185294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:02.302339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:02.302594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:02.302640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:02.302667] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:02.306719] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=4.28%)
[2025-12-04T20:47:02.307042] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-04T20:47:02.307184] [INFO ] [sig       ] TROX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:02.444950] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TROX.txt
[2025-12-04T20:47:02.445138] [INFO ] [sig       ] [3170/3547] Completed TROX in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:02.445180] [INFO ] [sig       ] [3171/3547] Forecasting TRP...
[2025-12-04T20:47:02.445208] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-04T20:47:02.445238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-04T20:47:02.459104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-04T20:47:02.459516] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-04T20:47:02.460420] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-04T20:47:02.460475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:02.460506] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:02.460533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:02.460608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:02.519298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:02.520503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:02.520631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:02.520666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:02.644565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:02.644818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:02.644867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:02.644940] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:02.648988] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-12-04T20:47:02.649365] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-04T20:47:02.649522] [INFO ] [sig       ] TRP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:02.800834] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TRP.txt
[2025-12-04T20:47:02.801044] [INFO ] [sig       ] [3171/3547] Completed TRP in 0.4s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:02.801088] [INFO ] [sig       ] [3172/3547] Forecasting TRS...
[2025-12-04T20:47:02.801115] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-04T20:47:02.801144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-04T20:47:02.813244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-04T20:47:02.813604] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-04T20:47:02.814397] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-04T20:47:02.814448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:02.814478] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:02.814507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:02.814563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:02.869898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:02.870615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:02.870692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:02.870721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:02.997469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:02.997642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:02.997683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:02.997710] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:03.001103] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-04T20:47:03.001371] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-04T20:47:03.001493] [INFO ] [sig       ] TRS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:03.137844] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TRS.txt
[2025-12-04T20:47:03.137975] [INFO ] [sig       ] [3172/3547] Completed TRS in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:03.138038] [INFO ] [sig       ] [3173/3547] Forecasting TRTX...
[2025-12-04T20:47:03.138068] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-04T20:47:03.138096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-04T20:47:03.149036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-04T20:47:03.149355] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-04T20:47:03.150115] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-04T20:47:03.150163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:03.150192] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:03.150217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:03.150271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:03.206474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:03.207230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:03.207311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:03.207344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:03.326380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:03.326537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:03.326592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:03.326622] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:03.330169] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-04T20:47:03.330438] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-04T20:47:03.330565] [INFO ] [sig       ] TRTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:03.466893] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRTX.txt
[2025-12-04T20:47:03.467014] [INFO ] [sig       ] [3173/3547] Completed TRTX in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:03.467050] [INFO ] [sig       ] [3174/3547] Forecasting TRUE...
[2025-12-04T20:47:03.467078] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-04T20:47:03.467107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-04T20:47:03.478497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-04T20:47:03.478812] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-04T20:47:03.479664] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-04T20:47:03.479716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:03.479746] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:03.479771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:03.479825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:03.537332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:03.538041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:03.538126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:03.538168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:03.677681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:03.677932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:03.677979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:03.678007] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:03.682484] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-04T20:47:03.682872] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-04T20:47:03.683080] [INFO ] [sig       ] TRUE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:03.853501] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRUE.txt
[2025-12-04T20:47:03.853779] [INFO ] [sig       ] [3174/3547] Completed TRUE in 0.4s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:03.853852] [INFO ] [sig       ] [3175/3547] Forecasting TRUP...
[2025-12-04T20:47:03.853886] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-04T20:47:03.853919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-04T20:47:03.868383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-04T20:47:03.869011] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-04T20:47:03.870055] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-04T20:47:03.870107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:03.870166] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:03.870198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:03.870270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:03.934861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:03.936103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:03.936227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:03.936259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:04.070745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:04.071010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:04.071058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:04.071106] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:04.075519] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-12-04T20:47:04.076053] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-04T20:47:04.076236] [INFO ] [sig       ] TRUP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:04.241246] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRUP.txt
[2025-12-04T20:47:04.241418] [INFO ] [sig       ] [3175/3547] Completed TRUP in 0.4s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:04.241460] [INFO ] [sig       ] [3176/3547] Forecasting TRVG...
[2025-12-04T20:47:04.241488] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-04T20:47:04.241516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-04T20:47:04.253489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-04T20:47:04.253830] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-04T20:47:04.254666] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-04T20:47:04.254718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:04.254750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:04.254777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:04.254833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:04.313277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:04.313967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:04.314045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:04.314078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:04.431385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:04.431548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:04.431661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:04.431694] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:04.435225] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-12-04T20:47:04.435541] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-04T20:47:04.435693] [INFO ] [sig       ] TRVG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:04.576633] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TRVG.txt
[2025-12-04T20:47:04.576789] [INFO ] [sig       ] [3176/3547] Completed TRVG in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:04.576827] [INFO ] [sig       ] [3177/3547] Forecasting TS...
[2025-12-04T20:47:04.576854] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-04T20:47:04.576882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-04T20:47:04.588523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-04T20:47:04.588856] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-04T20:47:04.589703] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-04T20:47:04.589754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:04.589784] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:04.589810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:04.589866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:04.647693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:04.648592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:04.648678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:04.648710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:04.767801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:04.767951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:04.767989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:04.768016] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:04.771719] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-04T20:47:04.772012] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-04T20:47:04.772138] [INFO ] [sig       ] TS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:04.914077] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TS.txt
[2025-12-04T20:47:04.914223] [INFO ] [sig       ] [3177/3547] Completed TS in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:04.914262] [INFO ] [sig       ] [3178/3547] Forecasting TSBK...
[2025-12-04T20:47:04.914290] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-04T20:47:04.914319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-04T20:47:04.925061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-04T20:47:04.925323] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-04T20:47:04.926104] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-04T20:47:04.926154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:04.926184] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:04.926208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:04.926262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:04.981443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:04.982294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:04.982400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:04.982431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:05.085428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:05.085610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:05.085652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:05.085681] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:05.089244] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-04T20:47:05.089521] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-04T20:47:05.089665] [INFO ] [sig       ] TSBK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:05.226700] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSBK.txt
[2025-12-04T20:47:05.226851] [INFO ] [sig       ] [3178/3547] Completed TSBK in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:05.226889] [INFO ] [sig       ] [3179/3547] Forecasting TSCO...
[2025-12-04T20:47:05.226918] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-04T20:47:05.226947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-04T20:47:05.238088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-04T20:47:05.238454] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-04T20:47:05.239232] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-04T20:47:05.239282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:05.239313] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:05.239338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:05.239392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:05.294268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:05.295091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:05.295169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:05.295200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:05.410884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:05.411035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:05.411073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:05.411100] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:05.414360] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=75.47%)
[2025-12-04T20:47:05.414636] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-04T20:47:05.414752] [INFO ] [sig       ] TSCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:05.550843] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TSCO.txt
[2025-12-04T20:47:05.550963] [INFO ] [sig       ] [3179/3547] Completed TSCO in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:05.551000] [INFO ] [sig       ] [3180/3547] Forecasting TSDD...
[2025-12-04T20:47:05.551027] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-04T20:47:05.551055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-04T20:47:05.561750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-04T20:47:05.562050] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-04T20:47:05.562832] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-04T20:47:05.562882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:05.562925] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:05.562952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:05.563006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:05.620024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:05.620734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:05.620813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:05.620845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:05.749499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:05.749668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:05.749709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:05.749737] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:05.753153] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=55.77%)
[2025-12-04T20:47:05.753445] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-04T20:47:05.753592] [INFO ] [sig       ] TSDD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:05.897584] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TSDD.txt
[2025-12-04T20:47:05.897719] [INFO ] [sig       ] [3180/3547] Completed TSDD in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:05.897763] [INFO ] [sig       ] [3181/3547] Forecasting TSEM...
[2025-12-04T20:47:05.897791] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-04T20:47:05.897819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-04T20:47:05.909554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-04T20:47:05.909942] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-04T20:47:05.910801] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-04T20:47:05.910853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:05.910885] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:05.910912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:05.910967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:05.970378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:05.971212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:05.971310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:05.971345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:06.090952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:06.091111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:06.091151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:06.091179] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:06.094439] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=71.92%)
[2025-12-04T20:47:06.094730] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-04T20:47:06.094847] [INFO ] [sig       ] TSEM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:06.232372] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TSEM.txt
[2025-12-04T20:47:06.232557] [INFO ] [sig       ] [3181/3547] Completed TSEM in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:06.232620] [INFO ] [sig       ] [3182/3547] Forecasting TSHA...
[2025-12-04T20:47:06.232649] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-04T20:47:06.232677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-04T20:47:06.244433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-04T20:47:06.244786] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-04T20:47:06.245539] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-04T20:47:06.245610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:06.245642] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:06.245667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:06.245722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:06.314336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:06.315221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:06.315304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:06.315337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:06.439706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:06.439851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:06.439893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:06.439921] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:06.443267] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-04T20:47:06.443545] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-04T20:47:06.443686] [INFO ] [sig       ] TSHA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:06.580339] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSHA.txt
[2025-12-04T20:47:06.580454] [INFO ] [sig       ] [3182/3547] Completed TSHA in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:06.580490] [INFO ] [sig       ] [3183/3547] Forecasting TSI...
[2025-12-04T20:47:06.580517] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-04T20:47:06.580545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-04T20:47:06.592161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-04T20:47:06.592503] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-04T20:47:06.593311] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-04T20:47:06.593362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:06.593392] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:06.593417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:06.593469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:06.648817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:06.649684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:06.649766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:06.649796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:06.764256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:06.764411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:06.764451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:06.764477] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:06.767883] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-04T20:47:06.768200] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-04T20:47:06.768355] [INFO ] [sig       ] TSI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:06.907608] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSI.txt
[2025-12-04T20:47:06.907761] [INFO ] [sig       ] [3183/3547] Completed TSI in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:06.907800] [INFO ] [sig       ] [3184/3547] Forecasting TSL...
[2025-12-04T20:47:06.907835] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-04T20:47:06.907865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-04T20:47:06.919232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-04T20:47:06.919639] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-04T20:47:06.920394] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-04T20:47:06.920444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:06.920474] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:06.920498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:06.920552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:06.977516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:06.978427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:06.978518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:06.978551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:07.104176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:07.104347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:07.104386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:07.104413] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:07.107808] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-12-04T20:47:07.108100] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-04T20:47:07.108225] [INFO ] [sig       ] TSL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:07.251183] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSL.txt
[2025-12-04T20:47:07.251362] [INFO ] [sig       ] [3184/3547] Completed TSL in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:07.251402] [INFO ] [sig       ] [3185/3547] Forecasting TSLA...
[2025-12-04T20:47:07.251429] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-04T20:47:07.251456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-04T20:47:07.264659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-04T20:47:07.264983] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-04T20:47:07.265763] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-04T20:47:07.265812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:07.265868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:07.265894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:07.265947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:07.321627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:07.322313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:07.322390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:07.322423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:07.451101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:07.451256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:07.451295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:07.451321] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:07.454691] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-04T20:47:07.454975] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-04T20:47:07.455118] [INFO ] [sig       ] TSLA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:07.590952] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSLA.txt
[2025-12-04T20:47:07.591080] [INFO ] [sig       ] [3185/3547] Completed TSLA in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:07.591118] [INFO ] [sig       ] [3186/3547] Forecasting TSLL...
[2025-12-04T20:47:07.591146] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-04T20:47:07.591174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-04T20:47:07.602394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-04T20:47:07.602710] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-04T20:47:07.603450] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-04T20:47:07.603499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:07.603529] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:07.603554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:07.603629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:07.658501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:07.659186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:07.659261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:07.659291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:07.779034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:07.779182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:07.779221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:07.779248] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:07.782557] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-12-04T20:47:07.782837] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-04T20:47:07.782957] [INFO ] [sig       ] TSLL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:07.919850] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSLL.txt
[2025-12-04T20:47:07.919980] [INFO ] [sig       ] [3186/3547] Completed TSLL in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-04T20:47:07.920019] [INFO ] [sig       ] [3187/3547] Forecasting TSLQ...
[2025-12-04T20:47:07.920046] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-04T20:47:07.920074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-04T20:47:07.930804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-04T20:47:07.931076] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-04T20:47:07.931851] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-04T20:47:07.931900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:07.931931] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:07.931957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:07.932012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:07.987261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:07.988104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:07.988188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:07.988218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:08.106475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:08.106636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:08.106675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:08.106721] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:08.110029] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-04T20:47:08.110297] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-04T20:47:08.110417] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:08.246618] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TSLQ.txt
[2025-12-04T20:47:08.246741] [INFO ] [sig       ] [3187/3547] Completed TSLQ in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-04T20:47:08.246779] [INFO ] [sig       ] [3188/3547] Forecasting TSLS...
[2025-12-04T20:47:08.246807] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-04T20:47:08.246835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-04T20:47:08.258156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-04T20:47:08.258452] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-04T20:47:08.259255] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-04T20:47:08.259305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:08.259334] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:08.259359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:08.259413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:08.316933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:08.317551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:08.317662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:08.317702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:08.437678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:08.437815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:08.437852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:08.437910] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:08.441319] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-04T20:47:08.441620] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-04T20:47:08.441739] [INFO ] [sig       ] TSLS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:08.580769] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSLS.txt
[2025-12-04T20:47:08.580895] [INFO ] [sig       ] [3188/3547] Completed TSLS in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:08.580933] [INFO ] [sig       ] [3189/3547] Forecasting TSLX...
[2025-12-04T20:47:08.580960] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-04T20:47:08.580989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-04T20:47:08.592658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-04T20:47:08.592962] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-04T20:47:08.593812] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-04T20:47:08.593864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:08.593903] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:08.593929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:08.593984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:08.651566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:08.652214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:08.652304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:08.652336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:08.771202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:08.771348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:08.771387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:08.771413] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:08.774725] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=46.36%)
[2025-12-04T20:47:08.774987] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-04T20:47:08.775103] [INFO ] [sig       ] TSLX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:08.913181] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSLX.txt
[2025-12-04T20:47:08.913333] [INFO ] [sig       ] [3189/3547] Completed TSLX in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:08.913375] [INFO ] [sig       ] [3190/3547] Forecasting TSM...
[2025-12-04T20:47:08.913402] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-04T20:47:08.913430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-04T20:47:08.925978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-04T20:47:08.926413] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-04T20:47:08.927337] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-04T20:47:08.927394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:08.927425] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:08.927451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:08.927507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:08.986697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:08.987567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:08.987672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:08.987705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:09.115130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:09.115298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:09.115343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:09.115373] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:09.118944] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=68.88%)
[2025-12-04T20:47:09.119216] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-04T20:47:09.119337] [INFO ] [sig       ] TSM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:09.259648] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TSM.txt
[2025-12-04T20:47:09.259788] [INFO ] [sig       ] [3190/3547] Completed TSM in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:09.259827] [INFO ] [sig       ] [3191/3547] Forecasting TSN...
[2025-12-04T20:47:09.259857] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-04T20:47:09.259886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-04T20:47:09.271611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-04T20:47:09.271940] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-04T20:47:09.272711] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-04T20:47:09.272759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:09.272789] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:09.272827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:09.272882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:09.328600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:09.329256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:09.329335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:09.329367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:09.446950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:09.447098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:09.447137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:09.447163] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:09.450401] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-12-04T20:47:09.450683] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-04T20:47:09.450800] [INFO ] [sig       ] TSN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:09.592511] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSN.txt
[2025-12-04T20:47:09.592643] [INFO ] [sig       ] [3191/3547] Completed TSN in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:09.592681] [INFO ] [sig       ] [3192/3547] Forecasting TSQ...
[2025-12-04T20:47:09.592709] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-04T20:47:09.592736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-04T20:47:09.603672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-04T20:47:09.603958] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-04T20:47:09.604746] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-04T20:47:09.604802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:09.604833] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:09.604858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:09.604912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:09.662498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:09.663126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:09.663202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:09.663236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:09.785672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:09.785823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:09.785861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:09.785887] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:09.789219] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-04T20:47:09.789488] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-04T20:47:09.789626] [INFO ] [sig       ] TSQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:09.930800] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TSQ.txt
[2025-12-04T20:47:09.930939] [INFO ] [sig       ] [3192/3547] Completed TSQ in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:09.930977] [INFO ] [sig       ] [3193/3547] Forecasting TTC...
[2025-12-04T20:47:09.931003] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-04T20:47:09.931030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-04T20:47:09.943023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-04T20:47:09.943388] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-04T20:47:09.944241] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-04T20:47:09.944292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:09.944323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:09.944348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:09.944402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:10.003368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:10.004248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:10.004341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:10.004373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:10.127025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:10.127179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:10.127218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:10.127247] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:10.130737] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-04T20:47:10.131026] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-04T20:47:10.131159] [INFO ] [sig       ] TTC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:10.272064] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TTC.txt
[2025-12-04T20:47:10.272196] [INFO ] [sig       ] [3193/3547] Completed TTC in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:10.272234] [INFO ] [sig       ] [3194/3547] Forecasting TTD...
[2025-12-04T20:47:10.272262] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-04T20:47:10.272290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-04T20:47:10.284106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-04T20:47:10.284430] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-04T20:47:10.285211] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-04T20:47:10.285260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:10.285290] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:10.285314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:10.285368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:10.342429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:10.343102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:10.343181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:10.343212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:10.463086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:10.463247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:10.463286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:10.463312] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:10.466701] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2025-12-04T20:47:10.466997] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-04T20:47:10.467114] [INFO ] [sig       ] TTD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:10.610065] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TTD.txt
[2025-12-04T20:47:10.610194] [INFO ] [sig       ] [3194/3547] Completed TTD in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:10.610231] [INFO ] [sig       ] [3195/3547] Forecasting TTE...
[2025-12-04T20:47:10.610258] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-04T20:47:10.610293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-04T20:47:10.625555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-04T20:47:10.626060] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-04T20:47:10.627058] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-04T20:47:10.627118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:10.627154] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:10.627187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:10.627263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:10.682816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:10.683710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:10.683823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:10.683860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:10.807247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:10.807404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:10.807444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:10.807471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:10.810930] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-04T20:47:10.811209] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-04T20:47:10.811331] [INFO ] [sig       ] TTE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:10.949782] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TTE.txt
[2025-12-04T20:47:10.949915] [INFO ] [sig       ] [3195/3547] Completed TTE in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:10.949951] [INFO ] [sig       ] [3196/3547] Forecasting TTEC...
[2025-12-04T20:47:10.949979] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-04T20:47:10.950007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-04T20:47:10.960743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-04T20:47:10.961024] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-04T20:47:10.961821] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-04T20:47:10.961872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:10.961903] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:10.961929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:10.961985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:11.017531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:11.018199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:11.018300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:11.018338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:11.136388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:11.136537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:11.136593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:11.136622] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:11.139919] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-04T20:47:11.140176] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-04T20:47:11.140292] [INFO ] [sig       ] TTEC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:11.277247] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TTEC.txt
[2025-12-04T20:47:11.277379] [INFO ] [sig       ] [3196/3547] Completed TTEC in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:11.277416] [INFO ] [sig       ] [3197/3547] Forecasting TTEK...
[2025-12-04T20:47:11.277444] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-04T20:47:11.277472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-04T20:47:11.288439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-04T20:47:11.288836] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-04T20:47:11.289606] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-04T20:47:11.289655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:11.289685] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:11.289711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:11.289765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:11.344843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:11.345711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:11.345795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:11.345829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:11.468311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:11.468484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:11.468524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:11.468551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:11.471940] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-04T20:47:11.472217] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-04T20:47:11.472344] [INFO ] [sig       ] TTEK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:11.619432] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TTEK.txt
[2025-12-04T20:47:11.619607] [INFO ] [sig       ] [3197/3547] Completed TTEK in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:11.619648] [INFO ] [sig       ] [3198/3547] Forecasting TTI...
[2025-12-04T20:47:11.619678] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-04T20:47:11.619709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-04T20:47:11.631363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-04T20:47:11.631715] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-04T20:47:11.632503] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-04T20:47:11.632553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:11.632606] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:11.632634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:11.632689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:11.691175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:11.691936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:11.692024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:11.692057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:11.817415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:11.817554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:11.817622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:11.817658] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:11.821159] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-04T20:47:11.821425] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-04T20:47:11.821563] [INFO ] [sig       ] TTI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:11.962730] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TTI.txt
[2025-12-04T20:47:11.962911] [INFO ] [sig       ] [3198/3547] Completed TTI in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:11.962972] [INFO ] [sig       ] [3199/3547] Forecasting TTMI...
[2025-12-04T20:47:11.963003] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-04T20:47:11.963031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-04T20:47:11.974547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-04T20:47:11.974884] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-04T20:47:11.975653] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-04T20:47:11.975712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:11.975750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:11.975781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:11.975853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:12.032556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:12.033389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:12.033472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:12.033504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:12.152477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:12.152650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:12.152691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:12.152719] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:12.156065] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-04T20:47:12.156331] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-04T20:47:12.156453] [INFO ] [sig       ] TTMI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:12.299752] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TTMI.txt
[2025-12-04T20:47:12.299882] [INFO ] [sig       ] [3199/3547] Completed TTMI in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:12.299921] [INFO ] [sig       ] [3200/3547] Forecasting TTSH...
[2025-12-04T20:47:12.299950] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-04T20:47:12.299980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-04T20:47:12.310932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-04T20:47:12.311207] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-04T20:47:12.311986] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-04T20:47:12.312037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:12.312068] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:12.312096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:12.312150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:12.369437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:12.370133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:12.370209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:12.370241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:12.486420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:12.486617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:12.486659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:12.486686] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:12.490165] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-04T20:47:12.490451] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-04T20:47:12.490597] [INFO ] [sig       ] TTSH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:12.631590] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TTSH.txt
[2025-12-04T20:47:12.631749] [INFO ] [sig       ] [3200/3547] Completed TTSH in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:12.631785] [INFO ] [sig       ] [3201/3547] Forecasting TTWO...
[2025-12-04T20:47:12.631814] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-04T20:47:12.631843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-04T20:47:12.643038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-04T20:47:12.643405] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-04T20:47:12.644169] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-04T20:47:12.644219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:12.644250] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:12.644275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:12.644328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:12.700456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:12.701283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:12.701360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:12.701391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:12.818204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:12.818383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:12.818428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:12.818461] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:12.821818] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-04T20:47:12.822078] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-04T20:47:12.822197] [INFO ] [sig       ] TTWO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:12.959753] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TTWO.txt
[2025-12-04T20:47:12.959877] [INFO ] [sig       ] [3201/3547] Completed TTWO in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:12.959913] [INFO ] [sig       ] [3202/3547] Forecasting TUGN...
[2025-12-04T20:47:12.959941] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-04T20:47:12.959969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-04T20:47:12.975172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-04T20:47:12.975619] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-04T20:47:12.976718] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-04T20:47:12.976781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:12.976860] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:12.976902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:12.977009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:13.048666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:13.049532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:13.049638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:13.049670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:13.153637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:13.153800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:13.153841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:13.153870] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:13.157214] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-04T20:47:13.157499] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-04T20:47:13.157643] [INFO ] [sig       ] TUGN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:13.303680] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TUGN.txt
[2025-12-04T20:47:13.304109] [INFO ] [sig       ] [3202/3547] Completed TUGN in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:13.304152] [INFO ] [sig       ] [3203/3547] Forecasting TUSK...
[2025-12-04T20:47:13.304182] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-04T20:47:13.304215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-04T20:47:13.316272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-04T20:47:13.316698] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-04T20:47:13.317502] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-04T20:47:13.317554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:13.317615] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:13.317644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:13.317699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:13.376105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:13.376994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:13.377079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:13.377112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:13.503331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:13.503491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:13.503534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:13.503564] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:13.507041] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=28.65%)
[2025-12-04T20:47:13.507317] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-04T20:47:13.507444] [INFO ] [sig       ] TUSK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:13.655684] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TUSK.txt
[2025-12-04T20:47:13.655845] [INFO ] [sig       ] [3203/3547] Completed TUSK in 0.4s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:13.655885] [INFO ] [sig       ] [3204/3547] Forecasting TVC...
[2025-12-04T20:47:13.655917] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-04T20:47:13.655948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-04T20:47:13.668052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-04T20:47:13.668427] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-04T20:47:13.669260] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-04T20:47:13.669330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:13.669362] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:13.669389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:13.669444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:13.728517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:13.729374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:13.729454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:13.729486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:13.838711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:13.838870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:13.838909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:13.838935] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:13.842248] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-04T20:47:13.842507] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-04T20:47:13.842643] [INFO ] [sig       ] TVC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:13.978508] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TVC.txt
[2025-12-04T20:47:13.978671] [INFO ] [sig       ] [3204/3547] Completed TVC in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-04T20:47:13.978714] [INFO ] [sig       ] [3205/3547] Forecasting TVE...
[2025-12-04T20:47:13.978748] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-04T20:47:13.978785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-04T20:47:13.990282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-04T20:47:13.990609] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-04T20:47:13.991473] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-04T20:47:13.991533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:13.991595] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:13.991634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:13.991708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:14.050118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:14.051010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:14.051094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:14.051321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:14.157500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:14.157687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:14.157746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:14.157848] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:14.161559] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-04T20:47:14.161861] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-04T20:47:14.161986] [INFO ] [sig       ] TVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:14.303026] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TVE.txt
[2025-12-04T20:47:14.303168] [INFO ] [sig       ] [3205/3547] Completed TVE in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:14.303206] [INFO ] [sig       ] [3206/3547] Forecasting TVTX...
[2025-12-04T20:47:14.303235] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-04T20:47:14.303264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-04T20:47:14.314432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-04T20:47:14.314765] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-04T20:47:14.315526] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-04T20:47:14.315596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:14.315630] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:14.315656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:14.315710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:14.372622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:14.373413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:14.373491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:14.373522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:14.496062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:14.496212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:14.496251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:14.496277] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:14.499594] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-04T20:47:14.499854] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-04T20:47:14.499972] [INFO ] [sig       ] TVTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:14.652499] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TVTX.txt
[2025-12-04T20:47:14.652716] [INFO ] [sig       ] [3206/3547] Completed TVTX in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:14.652760] [INFO ] [sig       ] [3207/3547] Forecasting TWFG...
[2025-12-04T20:47:14.652791] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-04T20:47:14.652821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-04T20:47:14.665449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-04T20:47:14.666064] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-04T20:47:14.667105] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-04T20:47:14.667172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:14.667206] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:14.667231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:14.667290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:14.726394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:14.727524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:14.727636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:14.727669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:14.848223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:14.848486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:14.848530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:14.848557] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:14.852523] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-12-04T20:47:14.852847] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-04T20:47:14.852986] [INFO ] [sig       ] TWFG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:14.993388] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TWFG.txt
[2025-12-04T20:47:14.993546] [INFO ] [sig       ] [3207/3547] Completed TWFG in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:14.993610] [INFO ] [sig       ] [3208/3547] Forecasting TWG...
[2025-12-04T20:47:14.993641] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-04T20:47:14.993672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-04T20:47:15.006901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-04T20:47:15.007284] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-04T20:47:15.008135] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-04T20:47:15.008187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:15.008217] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:15.008242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:15.008326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:15.068397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:15.069276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:15.069361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:15.069393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:15.192139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:15.192394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:15.192461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:15.192504] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:15.197995] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-04T20:47:15.198507] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-04T20:47:15.198732] [INFO ] [sig       ] TWG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:15.343592] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TWG.txt
[2025-12-04T20:47:15.343768] [INFO ] [sig       ] [3208/3547] Completed TWG in 0.4s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:15.343821] [INFO ] [sig       ] [3209/3547] Forecasting TWI...
[2025-12-04T20:47:15.343854] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-04T20:47:15.343887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-04T20:47:15.357663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-04T20:47:15.358308] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-04T20:47:15.359270] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-04T20:47:15.359324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:15.359357] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:15.359383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:15.359444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:15.418831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:15.420006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:15.420106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:15.420139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:15.535338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:15.535563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:15.535637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:15.535666] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:15.539453] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2025-12-04T20:47:15.539813] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-04T20:47:15.539992] [INFO ] [sig       ] TWI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:15.683534] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TWI.txt
[2025-12-04T20:47:15.683762] [INFO ] [sig       ] [3209/3547] Completed TWI in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:15.683804] [INFO ] [sig       ] [3210/3547] Forecasting TWIN...
[2025-12-04T20:47:15.683834] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-04T20:47:15.683865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-04T20:47:15.696779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-04T20:47:15.697307] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-04T20:47:15.698226] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-04T20:47:15.698310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:15.698341] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:15.698367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:15.698424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:15.755542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:15.756704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:15.756816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:15.756861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:15.881684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:15.881903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:15.881948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:15.881974] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:15.885783] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-04T20:47:15.886095] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-04T20:47:15.886231] [INFO ] [sig       ] TWIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:16.031658] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TWIN.txt
[2025-12-04T20:47:16.031818] [INFO ] [sig       ] [3210/3547] Completed TWIN in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:16.031855] [INFO ] [sig       ] [3211/3547] Forecasting TWLO...
[2025-12-04T20:47:16.031884] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-04T20:47:16.031913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-04T20:47:16.044884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-04T20:47:16.045276] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-04T20:47:16.046087] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-04T20:47:16.046143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:16.046174] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:16.046200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:16.046256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:16.103662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:16.104528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:16.104635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:16.104670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:16.232101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:16.232275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:16.232343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:16.232374] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:16.236282] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-12-04T20:47:16.236621] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-04T20:47:16.236767] [INFO ] [sig       ] TWLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:16.378649] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TWLO.txt
[2025-12-04T20:47:16.378816] [INFO ] [sig       ] [3211/3547] Completed TWLO in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:16.378866] [INFO ] [sig       ] [3212/3547] Forecasting TWO...
[2025-12-04T20:47:16.378902] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-04T20:47:16.378939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-04T20:47:16.391848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-04T20:47:16.392251] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-04T20:47:16.393072] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-04T20:47:16.393129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:16.393162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:16.393188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:16.393244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:16.453877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:16.454718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:16.454856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:16.454891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:16.570504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:16.570663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:16.570704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:16.570734] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:16.574084] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-12-04T20:47:16.574349] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-04T20:47:16.574468] [INFO ] [sig       ] TWO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:16.719668] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TWO.txt
[2025-12-04T20:47:16.719894] [INFO ] [sig       ] [3212/3547] Completed TWO in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:16.719937] [INFO ] [sig       ] [3213/3547] Forecasting TX...
[2025-12-04T20:47:16.719969] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-04T20:47:16.720000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-04T20:47:16.733309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-04T20:47:16.733861] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-04T20:47:16.734868] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-04T20:47:16.734918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:16.734950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:16.734976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:16.735031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:16.793419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:16.794543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:16.794657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:16.794691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:16.916519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:16.916770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:16.916816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:16.916844] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:16.923603] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-12-04T20:47:16.923934] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-04T20:47:16.924082] [INFO ] [sig       ] TX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:17.070051] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TX.txt
[2025-12-04T20:47:17.070217] [INFO ] [sig       ] [3213/3547] Completed TX in 0.4s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:17.070259] [INFO ] [sig       ] [3214/3547] Forecasting TXG...
[2025-12-04T20:47:17.070290] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-04T20:47:17.070318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-04T20:47:17.082401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-04T20:47:17.082776] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-04T20:47:17.083701] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-04T20:47:17.083766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:17.083812] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:17.083841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:17.083900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:17.143725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:17.144644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:17.144732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:17.144765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:17.265041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:17.265200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:17.265240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:17.265266] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:17.268728] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-04T20:47:17.269035] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-04T20:47:17.269163] [INFO ] [sig       ] TXG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:17.409489] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TXG.txt
[2025-12-04T20:47:17.409657] [INFO ] [sig       ] [3214/3547] Completed TXG in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:17.409697] [INFO ] [sig       ] [3215/3547] Forecasting TXMD...
[2025-12-04T20:47:17.409728] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-04T20:47:17.409757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-04T20:47:17.421646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-04T20:47:17.422078] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-04T20:47:17.422956] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-04T20:47:17.423008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:17.423073] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:17.423102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:17.423159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:17.482500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:17.483376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:17.483457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:17.483487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:17.608488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:17.608671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:17.608712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:17.608740] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:17.612096] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-04T20:47:17.612375] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-04T20:47:17.612501] [INFO ] [sig       ] TXMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:17.755867] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TXMD.txt
[2025-12-04T20:47:17.756030] [INFO ] [sig       ] [3215/3547] Completed TXMD in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:17.756068] [INFO ] [sig       ] [3216/3547] Forecasting TXN...
[2025-12-04T20:47:17.756096] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-04T20:47:17.756125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-04T20:47:17.768079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-04T20:47:17.768418] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-04T20:47:17.769239] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-04T20:47:17.769289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:17.769320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:17.769348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:17.769402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:17.825792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:17.826480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:17.826556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:17.826605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:17.945838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:17.945989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:17.946029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:17.946063] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:17.949377] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-04T20:47:17.949655] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-04T20:47:17.949774] [INFO ] [sig       ] TXN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:18.086095] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TXN.txt
[2025-12-04T20:47:18.086231] [INFO ] [sig       ] [3216/3547] Completed TXN in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:18.086268] [INFO ] [sig       ] [3217/3547] Forecasting TXO...
[2025-12-04T20:47:18.086296] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-04T20:47:18.086324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-04T20:47:18.097100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-04T20:47:18.097384] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-04T20:47:18.098150] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-04T20:47:18.098199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:18.098228] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:18.098272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:18.098331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:18.153425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:18.154268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:18.154348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:18.154379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:18.272983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:18.273138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:18.273176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:18.273201] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:18.276470] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=37.36%)
[2025-12-04T20:47:18.276744] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-04T20:47:18.276860] [INFO ] [sig       ] TXO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:18.414799] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TXO.txt
[2025-12-04T20:47:18.414933] [INFO ] [sig       ] [3217/3547] Completed TXO in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:18.414969] [INFO ] [sig       ] [3218/3547] Forecasting TXRH...
[2025-12-04T20:47:18.414997] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-04T20:47:18.415025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-04T20:47:18.427183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-04T20:47:18.427486] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-04T20:47:18.428291] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-04T20:47:18.428346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:18.428377] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:18.428403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:18.428458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:18.485961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:18.486683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:18.486761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:18.486794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:18.609872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:18.610041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:18.610083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:18.610112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:18.613485] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-04T20:47:18.613769] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-04T20:47:18.613912] [INFO ] [sig       ] TXRH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:18.758725] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TXRH.txt
[2025-12-04T20:47:18.758872] [INFO ] [sig       ] [3218/3547] Completed TXRH in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:18.758915] [INFO ] [sig       ] [3219/3547] Forecasting TY...
[2025-12-04T20:47:18.758951] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-04T20:47:18.758980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-04T20:47:18.769922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-04T20:47:18.770186] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-04T20:47:18.770941] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-04T20:47:18.770991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:18.771047] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:18.771075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:18.771130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:18.827768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:18.828461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:18.828538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:18.828586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:18.946356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:18.946508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:18.946546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:18.946588] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:18.949955] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-04T20:47:18.950214] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-04T20:47:18.950330] [INFO ] [sig       ] TY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:19.092052] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TY.txt
[2025-12-04T20:47:19.092174] [INFO ] [sig       ] [3219/3547] Completed TY in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:19.092210] [INFO ] [sig       ] [3220/3547] Forecasting TYG...
[2025-12-04T20:47:19.092237] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-04T20:47:19.092264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-04T20:47:19.106404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-04T20:47:19.107058] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-04T20:47:19.108066] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-04T20:47:19.108121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:19.108153] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:19.108179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:19.108235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:19.165967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:19.167342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:19.167481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:19.167523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:19.289155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:19.289392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:19.289437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:19.289464] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:19.293267] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-04T20:47:19.293566] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-04T20:47:19.293722] [INFO ] [sig       ] TYG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:19.450152] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TYG.txt
[2025-12-04T20:47:19.450407] [INFO ] [sig       ] [3220/3547] Completed TYG in 0.4s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:19.450463] [INFO ] [sig       ] [3221/3547] Forecasting TYGO...
[2025-12-04T20:47:19.450497] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-04T20:47:19.450529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-04T20:47:19.463691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-04T20:47:19.464218] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-04T20:47:19.465129] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-04T20:47:19.465181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:19.465212] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:19.465237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:19.465298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:19.523022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:19.524140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:19.524243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:19.524275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:19.651519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:19.651774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:19.651820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:19.651847] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:19.655688] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-12-04T20:47:19.656036] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-04T20:47:19.656185] [INFO ] [sig       ] TYGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:19.798512] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TYGO.txt
[2025-12-04T20:47:19.798737] [INFO ] [sig       ] [3221/3547] Completed TYGO in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:19.798778] [INFO ] [sig       ] [3222/3547] Forecasting TYL...
[2025-12-04T20:47:19.798806] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-04T20:47:19.798837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-04T20:47:19.811541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-04T20:47:19.812086] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-04T20:47:19.812967] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-04T20:47:19.813017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:19.813047] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:19.813072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:19.813126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:19.868974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:19.870004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:19.870097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:19.870129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:19.992774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:19.992945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:19.992986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:19.993049] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:19.996488] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=22.83%)
[2025-12-04T20:47:19.996781] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-04T20:47:19.996905] [INFO ] [sig       ] TYL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:20.135039] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TYL.txt
[2025-12-04T20:47:20.135167] [INFO ] [sig       ] [3222/3547] Completed TYL in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-04T20:47:20.135204] [INFO ] [sig       ] [3223/3547] Forecasting TYRA...
[2025-12-04T20:47:20.135231] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-04T20:47:20.135260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-04T20:47:20.146592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-04T20:47:20.146869] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-04T20:47:20.147615] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-04T20:47:20.147664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:20.147694] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:20.147719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:20.147778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:20.205902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:20.206662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:20.206740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:20.206771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:20.334447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:20.334709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:20.334756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:20.334787] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:20.339143] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-04T20:47:20.339618] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-04T20:47:20.339789] [INFO ] [sig       ] TYRA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:20.485651] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/TYRA.txt
[2025-12-04T20:47:20.485854] [INFO ] [sig       ] [3223/3547] Completed TYRA in 0.4s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:20.485899] [INFO ] [sig       ] [3224/3547] Forecasting TZOO...
[2025-12-04T20:47:20.485927] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-04T20:47:20.485958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-04T20:47:20.499251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-04T20:47:20.499638] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-04T20:47:20.500451] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-04T20:47:20.500501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:20.500531] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:20.500555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:20.500628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:20.556561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:20.557249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:20.557333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:20.557366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:20.679553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:20.679692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:20.679731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:20.679758] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:20.683070] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-04T20:47:20.683328] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-04T20:47:20.683443] [INFO ] [sig       ] TZOO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:20.822809] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/TZOO.txt
[2025-12-04T20:47:20.822953] [INFO ] [sig       ] [3224/3547] Completed TZOO in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:20.822999] [INFO ] [sig       ] [3225/3547] Forecasting UAA...
[2025-12-04T20:47:20.823033] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-04T20:47:20.823067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-04T20:47:20.835093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-04T20:47:20.835443] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-04T20:47:20.836205] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-04T20:47:20.836255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:20.836283] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:20.836307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:20.836359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:20.891981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:20.892606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:20.892691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:20.892723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:21.008111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:21.008273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:21.008318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:21.008343] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:21.011599] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=60.53%)
[2025-12-04T20:47:21.011866] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-04T20:47:21.011989] [INFO ] [sig       ] UAA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:21.149933] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UAA.txt
[2025-12-04T20:47:21.150067] [INFO ] [sig       ] [3225/3547] Completed UAA in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:21.150105] [INFO ] [sig       ] [3226/3547] Forecasting UAE...
[2025-12-04T20:47:21.150133] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-04T20:47:21.150161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-04T20:47:21.293419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-04T20:47:21.293738] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-04T20:47:21.294501] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-04T20:47:21.294551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:21.294600] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:21.294631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:21.294696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:21.349775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:21.350477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:21.350552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:21.350600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:21.479437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:21.479794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:21.479862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:21.479903] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:21.484647] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-04T20:47:21.485072] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-04T20:47:21.485241] [INFO ] [sig       ] UAE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:21.653031] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UAE.txt
[2025-12-04T20:47:21.653208] [INFO ] [sig       ] [3226/3547] Completed UAE in 0.5s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:21.653248] [INFO ] [sig       ] [3227/3547] Forecasting UAL...
[2025-12-04T20:47:21.653275] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-04T20:47:21.653302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-04T20:47:21.665056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-04T20:47:21.665443] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-04T20:47:21.666294] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-04T20:47:21.666347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:21.666376] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:21.666402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:21.666456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:21.723757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:21.724699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:21.724785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:21.724817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:21.849542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:21.849697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:21.849736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:21.849763] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:21.853053] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-04T20:47:21.853316] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-04T20:47:21.853433] [INFO ] [sig       ] UAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:21.990376] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UAL.txt
[2025-12-04T20:47:21.990500] [INFO ] [sig       ] [3227/3547] Completed UAL in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:21.990537] [INFO ] [sig       ] [3228/3547] Forecasting UBFO...
[2025-12-04T20:47:21.990564] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-04T20:47:21.990611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-04T20:47:22.000922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-04T20:47:22.001181] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-04T20:47:22.002092] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-04T20:47:22.002152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:22.002183] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:22.002208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:22.002261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:22.057763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:22.058404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:22.058479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:22.058509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:22.171297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:22.171434] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-04T20:47:22.171471] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:22.171497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:22.174730] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-04T20:47:22.174992] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-04T20:47:22.175104] [INFO ] [sig       ] UBFO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:22.313789] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UBFO.txt
[2025-12-04T20:47:22.313908] [INFO ] [sig       ] [3228/3547] Completed UBFO in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:22.313945] [INFO ] [sig       ] [3229/3547] Forecasting UBND...
[2025-12-04T20:47:22.313972] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-04T20:47:22.314000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-04T20:47:22.325313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-04T20:47:22.325632] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-04T20:47:22.326395] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-04T20:47:22.326445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:22.326477] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:22.326504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:22.326560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:22.383179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:22.383817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:22.383932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:22.383977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:22.509044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:22.509191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:22.509228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:22.509255] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:22.512525] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-12-04T20:47:22.512804] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-04T20:47:22.512918] [INFO ] [sig       ] UBND: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:22.650245] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UBND.txt
[2025-12-04T20:47:22.650366] [INFO ] [sig       ] [3229/3547] Completed UBND in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:22.650403] [INFO ] [sig       ] [3230/3547] Forecasting UBRL...
[2025-12-04T20:47:22.650431] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-04T20:47:22.650459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-04T20:47:22.661322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-04T20:47:22.661607] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-04T20:47:22.662340] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-04T20:47:22.662388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:22.662418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:22.662443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:22.662498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:22.719260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:22.719893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:22.719971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:22.720002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:22.842602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:22.842745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:22.842783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:22.842811] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:22.846084] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-04T20:47:22.846339] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-04T20:47:22.846457] [INFO ] [sig       ] UBRL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:22.982095] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UBRL.txt
[2025-12-04T20:47:22.982212] [INFO ] [sig       ] [3230/3547] Completed UBRL in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:22.982248] [INFO ] [sig       ] [3231/3547] Forecasting UBS...
[2025-12-04T20:47:22.982276] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-04T20:47:22.982304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-04T20:47:22.993325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-04T20:47:22.993624] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-04T20:47:22.994364] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-04T20:47:22.994413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:22.994443] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:22.994468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:22.994521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:23.051673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:23.052335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:23.052413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:23.052444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:23.174133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:23.174262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:23.174297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:23.174324] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:23.177495] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-12-04T20:47:23.177768] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-04T20:47:23.177888] [INFO ] [sig       ] UBS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:23.313237] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UBS.txt
[2025-12-04T20:47:23.313354] [INFO ] [sig       ] [3231/3547] Completed UBS in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:23.313396] [INFO ] [sig       ] [3232/3547] Forecasting UBSI...
[2025-12-04T20:47:23.313425] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-04T20:47:23.313452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-04T20:47:23.323912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-04T20:47:23.324180] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-04T20:47:23.324938] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-04T20:47:23.324987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:23.325017] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:23.325042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:23.325097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:23.381928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:23.382564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:23.382655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:23.382687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:23.499811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:23.499948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:23.499988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:23.500014] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:23.503425] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-04T20:47:23.503724] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-04T20:47:23.503850] [INFO ] [sig       ] UBSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:23.644977] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UBSI.txt
[2025-12-04T20:47:23.645183] [INFO ] [sig       ] [3232/3547] Completed UBSI in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:23.645236] [INFO ] [sig       ] [3233/3547] Forecasting UDMY...
[2025-12-04T20:47:23.645276] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-04T20:47:23.645317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-04T20:47:23.660176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-04T20:47:23.660472] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-04T20:47:23.661292] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-04T20:47:23.661343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:23.661374] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:23.661400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:23.661456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:23.719792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:23.720438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:23.720514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:23.720543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:23.837955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:23.838093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:23.838131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:23.838157] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:23.841454] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-04T20:47:23.841750] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-04T20:47:23.841867] [INFO ] [sig       ] UDMY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:23.979248] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UDMY.txt
[2025-12-04T20:47:23.979382] [INFO ] [sig       ] [3233/3547] Completed UDMY in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:23.979420] [INFO ] [sig       ] [3234/3547] Forecasting UE...
[2025-12-04T20:47:23.979447] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-04T20:47:23.979474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-04T20:47:23.990357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-04T20:47:23.990713] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-04T20:47:23.991500] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-04T20:47:23.991551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:23.991610] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:23.991647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:23.991704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:24.046743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:24.047443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:24.047522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:24.047554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:24.163969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:24.164126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:24.164163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:24.164189] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:24.167486] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-04T20:47:24.167759] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-04T20:47:24.167876] [INFO ] [sig       ] UE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:24.311460] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UE.txt
[2025-12-04T20:47:24.311665] [INFO ] [sig       ] [3234/3547] Completed UE in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:24.311717] [INFO ] [sig       ] [3235/3547] Forecasting UEIC...
[2025-12-04T20:47:24.311752] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-04T20:47:24.311788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-04T20:47:24.324838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-04T20:47:24.325141] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-04T20:47:24.326150] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-04T20:47:24.326211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:24.326248] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:24.326280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:24.326357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:24.382565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:24.383284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:24.383360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:24.383391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:24.503011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:24.503156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:24.503211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:24.503240] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:24.506532] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-04T20:47:24.506806] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-04T20:47:24.506921] [INFO ] [sig       ] UEIC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:24.643770] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UEIC.txt
[2025-12-04T20:47:24.643881] [INFO ] [sig       ] [3235/3547] Completed UEIC in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:24.643917] [INFO ] [sig       ] [3236/3547] Forecasting UFCS...
[2025-12-04T20:47:24.643944] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-04T20:47:24.643973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-04T20:47:24.655311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-04T20:47:24.655608] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-04T20:47:24.656366] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-04T20:47:24.656416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:24.656482] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:24.656520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:24.656632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:24.713101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:24.713718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:24.713792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:24.713823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:24.834815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:24.834963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:24.835003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:24.835033] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:24.838443] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-04T20:47:24.838727] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-04T20:47:24.838848] [INFO ] [sig       ] UFCS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:24.976012] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UFCS.txt
[2025-12-04T20:47:24.976134] [INFO ] [sig       ] [3236/3547] Completed UFCS in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:24.976171] [INFO ] [sig       ] [3237/3547] Forecasting UFI...
[2025-12-04T20:47:24.976199] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-04T20:47:24.976227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-04T20:47:24.987254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-04T20:47:24.987520] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-04T20:47:24.988316] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-04T20:47:24.988367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:24.988398] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:24.988425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:24.988482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:25.046112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:25.046754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:25.046829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:25.046861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:25.167468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:25.167671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:25.167717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:25.167746] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:25.171272] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-12-04T20:47:25.171546] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-04T20:47:25.171692] [INFO ] [sig       ] UFI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:25.316356] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UFI.txt
[2025-12-04T20:47:25.316544] [INFO ] [sig       ] [3237/3547] Completed UFI in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:25.316619] [INFO ] [sig       ] [3238/3547] Forecasting UFO...
[2025-12-04T20:47:25.316655] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-04T20:47:25.316687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-04T20:47:25.328374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-04T20:47:25.328766] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-04T20:47:25.329541] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-04T20:47:25.329617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:25.329650] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:25.329677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:25.329734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:25.391174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:25.392060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:25.392148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:25.392181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:25.510834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:25.510992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:25.511031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:25.511060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:25.514447] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-04T20:47:25.514726] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-04T20:47:25.514844] [INFO ] [sig       ] UFO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:25.651921] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UFO.txt
[2025-12-04T20:47:25.652071] [INFO ] [sig       ] [3238/3547] Completed UFO in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:25.652109] [INFO ] [sig       ] [3239/3547] Forecasting UFPI...
[2025-12-04T20:47:25.652136] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-04T20:47:25.652166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-04T20:47:25.664229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-04T20:47:25.664548] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-04T20:47:25.665320] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-04T20:47:25.665369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:25.665411] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:25.665438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:25.665491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:25.721120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:25.721749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:25.721824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:25.721856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:25.838503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:25.838677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:25.838716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:25.838776] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:25.842087] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-04T20:47:25.842346] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-04T20:47:25.842462] [INFO ] [sig       ] UFPI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:25.979310] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UFPI.txt
[2025-12-04T20:47:25.979429] [INFO ] [sig       ] [3239/3547] Completed UFPI in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-04T20:47:25.979465] [INFO ] [sig       ] [3240/3547] Forecasting UGI...
[2025-12-04T20:47:25.979493] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-04T20:47:25.979521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-04T20:47:25.991462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-04T20:47:25.991789] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-04T20:47:25.992563] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-04T20:47:25.992631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:25.992662] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:25.992687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:25.992741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:26.047451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:26.048094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:26.048171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:26.048200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:26.166105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:26.166260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:26.166300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:26.166327] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:26.169633] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-04T20:47:26.169899] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-04T20:47:26.170021] [INFO ] [sig       ] UGI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:26.310326] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UGI.txt
[2025-12-04T20:47:26.310477] [INFO ] [sig       ] [3240/3547] Completed UGI in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:26.310514] [INFO ] [sig       ] [3241/3547] Forecasting UGP...
[2025-12-04T20:47:26.310543] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-04T20:47:26.310590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-04T20:47:26.325362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-04T20:47:26.325808] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-04T20:47:26.326836] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-04T20:47:26.326898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:26.326938] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:26.326972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:26.327052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:26.394838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:26.395692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:26.395775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:26.395806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:26.514861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:26.515012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:26.515050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:26.515077] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:26.518429] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=13.39%)
[2025-12-04T20:47:26.518728] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-04T20:47:26.518850] [INFO ] [sig       ] UGP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:26.655788] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UGP.txt
[2025-12-04T20:47:26.655939] [INFO ] [sig       ] [3241/3547] Completed UGP in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:26.655978] [INFO ] [sig       ] [3242/3547] Forecasting UHAL...
[2025-12-04T20:47:26.656006] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-04T20:47:26.656036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-04T20:47:26.667810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-04T20:47:26.668108] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-04T20:47:26.668925] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-04T20:47:26.668975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:26.669005] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:26.669029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:26.669083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:26.724383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:26.725243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:26.725324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:26.725356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:26.847310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:26.847477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:26.847523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:26.847551] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:26.850955] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-04T20:47:26.851223] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-04T20:47:26.851339] [INFO ] [sig       ] UHAL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:26.989904] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UHAL.txt
[2025-12-04T20:47:26.990047] [INFO ] [sig       ] [3242/3547] Completed UHAL in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:26.990083] [INFO ] [sig       ] [3243/3547] Forecasting UHG...
[2025-12-04T20:47:26.990119] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-04T20:47:26.990151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-04T20:47:27.000785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-04T20:47:27.001115] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-04T20:47:27.001886] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-04T20:47:27.001936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:27.001966] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:27.001992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:27.002045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:27.058433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:27.059308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:27.059391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:27.059423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:27.178231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:27.178403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:27.178442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:27.178470] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:27.181874] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-04T20:47:27.182151] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-04T20:47:27.182277] [INFO ] [sig       ] UHG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:27.319859] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UHG.txt
[2025-12-04T20:47:27.320011] [INFO ] [sig       ] [3243/3547] Completed UHG in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:27.320048] [INFO ] [sig       ] [3244/3547] Forecasting UHS...
[2025-12-04T20:47:27.320077] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-04T20:47:27.320105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-04T20:47:27.331252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-04T20:47:27.331546] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-04T20:47:27.332318] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-04T20:47:27.332367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:27.332396] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:27.332421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:27.332479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:27.388612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:27.389465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:27.389551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:27.389603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:27.508482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:27.508657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:27.508697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:27.508725] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:27.512074] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-04T20:47:27.512348] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-04T20:47:27.512503] [INFO ] [sig       ] UHS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:27.655525] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UHS.txt
[2025-12-04T20:47:27.655681] [INFO ] [sig       ] [3244/3547] Completed UHS in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:27.655717] [INFO ] [sig       ] [3245/3547] Forecasting UI...
[2025-12-04T20:47:27.655746] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-04T20:47:27.655774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-04T20:47:27.667049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-04T20:47:27.667379] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-04T20:47:27.668144] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-04T20:47:27.668193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:27.668222] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:27.668275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:27.668336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:27.725776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:27.726499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:27.726594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:27.726628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:27.847450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:27.847705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:27.847755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:27.847794] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:27.852016] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-04T20:47:27.852395] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-04T20:47:27.852535] [INFO ] [sig       ] UI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:27.992208] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UI.txt
[2025-12-04T20:47:27.992410] [INFO ] [sig       ] [3245/3547] Completed UI in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:27.992451] [INFO ] [sig       ] [3246/3547] Forecasting UIS...
[2025-12-04T20:47:27.992478] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-04T20:47:27.992507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-04T20:47:28.005924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-04T20:47:28.006451] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-04T20:47:28.007322] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-04T20:47:28.007372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:28.007401] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:28.007427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:28.007482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:28.063752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:28.064858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:28.064954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:28.065035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:28.192036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:28.192254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:28.192299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:28.192354] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:28.196016] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-04T20:47:28.196298] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-04T20:47:28.196421] [INFO ] [sig       ] UIS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:28.336137] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UIS.txt
[2025-12-04T20:47:28.336343] [INFO ] [sig       ] [3246/3547] Completed UIS in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:28.336385] [INFO ] [sig       ] [3247/3547] Forecasting UITB...
[2025-12-04T20:47:28.336416] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-04T20:47:28.336447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-04T20:47:28.349072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-04T20:47:28.349485] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-04T20:47:28.350410] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-04T20:47:28.350463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:28.350495] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:28.350521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:28.350605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:28.411493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:28.412730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:28.412853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:28.412885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:28.532741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:28.532971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:28.533014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:28.533042] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:28.536828] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-04T20:47:28.537128] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-04T20:47:28.537260] [INFO ] [sig       ] UITB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:28.677609] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UITB.txt
[2025-12-04T20:47:28.677798] [INFO ] [sig       ] [3247/3547] Completed UITB in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:28.677839] [INFO ] [sig       ] [3248/3547] Forecasting UL...
[2025-12-04T20:47:28.677867] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-04T20:47:28.677897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-04T20:47:28.690325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-04T20:47:28.690780] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-04T20:47:28.691646] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-04T20:47:28.691696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:28.691727] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:28.691751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:28.691805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:28.748823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:28.749806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:28.749891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:28.749924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:28.878689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:28.878846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:28.878884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:28.878910] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:28.882319] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=31.47%)
[2025-12-04T20:47:28.882593] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-04T20:47:28.882713] [INFO ] [sig       ] UL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:29.027047] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UL.txt
[2025-12-04T20:47:29.027198] [INFO ] [sig       ] [3248/3547] Completed UL in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:29.027236] [INFO ] [sig       ] [3249/3547] Forecasting ULBI...
[2025-12-04T20:47:29.027265] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-04T20:47:29.027295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-04T20:47:29.038221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-04T20:47:29.038537] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-04T20:47:29.039322] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-04T20:47:29.039372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:29.039402] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:29.039429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:29.039483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:29.096684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:29.097403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:29.097482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:29.097514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:29.217018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:29.217177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:29.217215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:29.217242] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:29.220547] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=22.15%)
[2025-12-04T20:47:29.220826] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-04T20:47:29.220943] [INFO ] [sig       ] ULBI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:29.364868] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ULBI.txt
[2025-12-04T20:47:29.365025] [INFO ] [sig       ] [3249/3547] Completed ULBI in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:29.365066] [INFO ] [sig       ] [3250/3547] Forecasting ULCC...
[2025-12-04T20:47:29.365094] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-04T20:47:29.365123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-04T20:47:29.376089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-04T20:47:29.376462] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-04T20:47:29.377258] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-04T20:47:29.377310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:29.377340] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:29.377367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:29.377436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:29.433871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:29.434554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:29.434657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:29.434691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:29.554898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:29.555062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:29.555101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:29.555131] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:29.558553] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-12-04T20:47:29.558837] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-04T20:47:29.558961] [INFO ] [sig       ] ULCC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:29.703696] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ULCC.txt
[2025-12-04T20:47:29.703850] [INFO ] [sig       ] [3250/3547] Completed ULCC in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:29.703888] [INFO ] [sig       ] [3251/3547] Forecasting ULH...
[2025-12-04T20:47:29.703916] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-04T20:47:29.703944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-04T20:47:29.714406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-04T20:47:29.714711] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-04T20:47:29.715450] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-04T20:47:29.715499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:29.715529] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:29.715555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:29.715635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:29.772465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:29.773103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:29.773178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:29.773208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:29.895478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:29.895661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:29.895700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:29.895727] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:29.899076] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-12-04T20:47:29.899336] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-04T20:47:29.899454] [INFO ] [sig       ] ULH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:30.047365] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ULH.txt
[2025-12-04T20:47:30.047672] [INFO ] [sig       ] [3251/3547] Completed ULH in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:30.047724] [INFO ] [sig       ] [3252/3547] Forecasting ULTA...
[2025-12-04T20:47:30.047754] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-04T20:47:30.047785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-04T20:47:30.060737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-04T20:47:30.061153] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-04T20:47:30.062121] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-04T20:47:30.062191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:30.062232] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:30.062259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:30.062314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:30.120626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:30.121791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:30.121886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:30.121919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:30.240351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:30.240619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:30.240668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:30.240702] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:30.244515] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-04T20:47:30.244836] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-04T20:47:30.244975] [INFO ] [sig       ] ULTA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:30.387401] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ULTA.txt
[2025-12-04T20:47:30.387606] [INFO ] [sig       ] [3252/3547] Completed ULTA in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:30.387650] [INFO ] [sig       ] [3253/3547] Forecasting ULY...
[2025-12-04T20:47:30.387678] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-04T20:47:30.387708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-04T20:47:30.399711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-04T20:47:30.400247] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-04T20:47:30.401157] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-04T20:47:30.401208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:30.401274] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:30.401302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:30.401359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:30.460393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:30.461600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:30.461722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:30.461764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:30.584313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:30.584536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:30.584597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:30.584628] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:30.588378] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-04T20:47:30.588702] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-04T20:47:30.588869] [INFO ] [sig       ] ULY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:30.743402] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ULY.txt
[2025-12-04T20:47:30.743616] [INFO ] [sig       ] [3253/3547] Completed ULY in 0.4s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:30.743659] [INFO ] [sig       ] [3254/3547] Forecasting UMBF...
[2025-12-04T20:47:30.743690] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-04T20:47:30.743719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-04T20:47:30.757269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-04T20:47:30.757885] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-04T20:47:30.758844] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-04T20:47:30.758899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:30.758930] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:30.758955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:30.759013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:30.821700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:30.822994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:30.823105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:30.823138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:30.946343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:30.946598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:30.946644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:30.946674] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:30.951725] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-04T20:47:30.952208] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-04T20:47:30.952431] [INFO ] [sig       ] UMBF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:31.093787] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UMBF.txt
[2025-12-04T20:47:31.094004] [INFO ] [sig       ] [3254/3547] Completed UMBF in 0.4s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:31.094068] [INFO ] [sig       ] [3255/3547] Forecasting UMC...
[2025-12-04T20:47:31.094099] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-04T20:47:31.094130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-04T20:47:31.108699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-04T20:47:31.109185] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-04T20:47:31.110139] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-04T20:47:31.110194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:31.110235] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:31.110265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:31.110335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:31.167483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:31.168635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:31.168734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:31.168767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:31.292170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:31.292398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:31.292444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:31.292474] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:31.296229] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-12-04T20:47:31.296525] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-04T20:47:31.296678] [INFO ] [sig       ] UMC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:31.437231] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UMC.txt
[2025-12-04T20:47:31.437459] [INFO ] [sig       ] [3255/3547] Completed UMC in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:31.437500] [INFO ] [sig       ] [3256/3547] Forecasting UMH...
[2025-12-04T20:47:31.437532] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-04T20:47:31.437565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-04T20:47:31.451518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-04T20:47:31.452123] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-04T20:47:31.453086] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-04T20:47:31.453141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:31.453174] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:31.453199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:31.453258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:31.511044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:31.512051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:31.512143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:31.512179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:31.632050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:31.632202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:31.632240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:31.632364] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:31.635668] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-04T20:47:31.635926] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-04T20:47:31.636051] [INFO ] [sig       ] UMH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:31.778399] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UMH.txt
[2025-12-04T20:47:31.778519] [INFO ] [sig       ] [3256/3547] Completed UMH in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:31.778555] [INFO ] [sig       ] [3257/3547] Forecasting UMMA...
[2025-12-04T20:47:31.778601] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-04T20:47:31.778631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-04T20:47:31.789882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-04T20:47:31.790125] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-04T20:47:31.790883] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-04T20:47:31.790932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:31.790961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:31.790985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:31.791037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:31.847030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:31.847859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:31.847934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:31.847965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:31.960305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:31.960470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:31.960509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:31.960536] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:31.963792] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-04T20:47:31.964066] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-04T20:47:31.964185] [INFO ] [sig       ] UMMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:32.103154] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UMMA.txt
[2025-12-04T20:47:32.103280] [INFO ] [sig       ] [3257/3547] Completed UMMA in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-04T20:47:32.103317] [INFO ] [sig       ] [3258/3547] Forecasting UNCY...
[2025-12-04T20:47:32.103345] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-04T20:47:32.103373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-04T20:47:32.115269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-04T20:47:32.115542] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-04T20:47:32.116306] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-04T20:47:32.116355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:32.116386] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:32.116411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:32.116466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:32.171207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:32.171829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:32.171914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:32.171946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:32.295439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:32.295706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:32.295757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:32.295789] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:32.299780] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-04T20:47:32.300105] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-04T20:47:32.300247] [INFO ] [sig       ] UNCY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:32.440153] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UNCY.txt
[2025-12-04T20:47:32.440357] [INFO ] [sig       ] [3258/3547] Completed UNCY in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:32.440399] [INFO ] [sig       ] [3259/3547] Forecasting UNF...
[2025-12-04T20:47:32.440427] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-04T20:47:32.440458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-04T20:47:32.453974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-04T20:47:32.454459] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-04T20:47:32.455314] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-04T20:47:32.455367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:32.455396] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:32.455421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:32.455476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:32.512522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:32.513496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:32.513606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:32.513642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:32.631398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:32.631598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:32.631640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:32.631667] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:32.634948] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-12-04T20:47:32.635208] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-04T20:47:32.635327] [INFO ] [sig       ] UNF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:32.781267] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UNF.txt
[2025-12-04T20:47:32.781428] [INFO ] [sig       ] [3259/3547] Completed UNF in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:32.781467] [INFO ] [sig       ] [3260/3547] Forecasting UNFI...
[2025-12-04T20:47:32.781494] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-04T20:47:32.781522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-04T20:47:32.795828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-04T20:47:32.796313] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-04T20:47:32.797233] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-04T20:47:32.797288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:32.797321] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:32.797347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:32.797405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:32.854290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:32.855488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:32.855610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:32.855645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:32.979206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:32.979436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:32.979480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:32.979538] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:32.983260] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-12-04T20:47:32.983543] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-04T20:47:32.983699] [INFO ] [sig       ] UNFI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:33.122498] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UNFI.txt
[2025-12-04T20:47:33.122713] [INFO ] [sig       ] [3260/3547] Completed UNFI in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:33.122754] [INFO ] [sig       ] [3261/3547] Forecasting UNH...
[2025-12-04T20:47:33.122783] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-04T20:47:33.122812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-04T20:47:33.136621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-04T20:47:33.137231] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-04T20:47:33.138452] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-04T20:47:33.138507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:33.138538] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:33.138564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:33.138639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:33.196671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:33.197815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:33.197926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:33.197960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:33.320931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:33.321105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:33.321156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:33.321191] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:33.324779] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-04T20:47:33.325050] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-04T20:47:33.325176] [INFO ] [sig       ] UNH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:33.462632] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UNH.txt
[2025-12-04T20:47:33.462774] [INFO ] [sig       ] [3261/3547] Completed UNH in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:33.462812] [INFO ] [sig       ] [3262/3547] Forecasting UNM...
[2025-12-04T20:47:33.462840] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-04T20:47:33.462869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-04T20:47:33.474898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-04T20:47:33.475188] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-04T20:47:33.475968] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-04T20:47:33.476018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:33.476048] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:33.476073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:33.476126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:33.532038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:33.532821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:33.532902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:33.532933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:33.653126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:33.653290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:33.653330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:33.653355] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:33.656694] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-04T20:47:33.656958] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-04T20:47:33.657077] [INFO ] [sig       ] UNM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:33.796235] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UNM.txt
[2025-12-04T20:47:33.796383] [INFO ] [sig       ] [3262/3547] Completed UNM in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:33.796421] [INFO ] [sig       ] [3263/3547] Forecasting UNMA...
[2025-12-04T20:47:33.796449] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-04T20:47:33.796477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-04T20:47:33.807106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-04T20:47:33.807464] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-04T20:47:33.808334] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-04T20:47:33.808392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:33.808442] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:33.808472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:33.808527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:33.864087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:33.864926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:33.865053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:33.865085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:33.974968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:33.975126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:33.975165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:33.975193] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:33.978636] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-12-04T20:47:33.978928] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-04T20:47:33.979059] [INFO ] [sig       ] UNMA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:34.123157] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UNMA.txt
[2025-12-04T20:47:34.123318] [INFO ] [sig       ] [3263/3547] Completed UNMA in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:34.123356] [INFO ] [sig       ] [3264/3547] Forecasting UNP...
[2025-12-04T20:47:34.123383] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-04T20:47:34.123413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-04T20:47:34.135901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-04T20:47:34.136267] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-04T20:47:34.137045] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-04T20:47:34.137095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:34.137125] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:34.137150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:34.137203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:34.192696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:34.193558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:34.193664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:34.193697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:34.314020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:34.314175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:34.314214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:34.314242] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:34.317525] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-04T20:47:34.317804] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-04T20:47:34.317921] [INFO ] [sig       ] UNP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:34.457377] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UNP.txt
[2025-12-04T20:47:34.457520] [INFO ] [sig       ] [3264/3547] Completed UNP in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:34.457559] [INFO ] [sig       ] [3265/3547] Forecasting UNTY...
[2025-12-04T20:47:34.457607] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-04T20:47:34.457637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-04T20:47:34.469474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-04T20:47:34.469794] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-04T20:47:34.470613] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-04T20:47:34.470664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:34.470695] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:34.470719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:34.470774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:34.527879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:34.528724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:34.528806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:34.528839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:34.648018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:34.648165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:34.648202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:34.648229] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:34.651608] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-04T20:47:34.651866] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-04T20:47:34.651981] [INFO ] [sig       ] UNTY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:34.794479] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UNTY.txt
[2025-12-04T20:47:34.794632] [INFO ] [sig       ] [3265/3547] Completed UNTY in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:34.794674] [INFO ] [sig       ] [3266/3547] Forecasting UONE...
[2025-12-04T20:47:34.794704] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-04T20:47:34.794732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-04T20:47:34.807671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-04T20:47:34.808318] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-04T20:47:34.809277] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-04T20:47:34.809330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:34.809363] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:34.809389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:34.809445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:34.864973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:34.866166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:34.866277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:34.866311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:34.979313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:34.979545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:34.979609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:34.979642] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:34.983455] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=39.39%)
[2025-12-04T20:47:34.983781] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-04T20:47:34.983918] [INFO ] [sig       ] UONE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:35.122589] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UONE.txt
[2025-12-04T20:47:35.122805] [INFO ] [sig       ] [3266/3547] Completed UONE in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:35.122856] [INFO ] [sig       ] [3267/3547] Forecasting UPBD...
[2025-12-04T20:47:35.122885] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-04T20:47:35.122916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-04T20:47:35.135432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-04T20:47:35.135834] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-04T20:47:35.136684] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-04T20:47:35.136734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:35.136765] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:35.136791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:35.136846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:35.194293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:35.195307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:35.195399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:35.195432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:35.319847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:35.320135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:35.320180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:35.320215] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:35.324126] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-04T20:47:35.324435] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-04T20:47:35.324565] [INFO ] [sig       ] UPBD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:35.461281] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UPBD.txt
[2025-12-04T20:47:35.461437] [INFO ] [sig       ] [3267/3547] Completed UPBD in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:35.461503] [INFO ] [sig       ] [3268/3547] Forecasting UPC...
[2025-12-04T20:47:35.461533] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-04T20:47:35.461563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-04T20:47:35.474621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-04T20:47:35.475124] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-04T20:47:35.476041] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-04T20:47:35.476092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:35.476122] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:35.476148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:35.476207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:35.531852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:35.532895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:35.532986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:35.533017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:35.647369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:35.647613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:35.647659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:35.647687] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:35.651289] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-12-04T20:47:35.651587] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-04T20:47:35.651745] [INFO ] [sig       ] UPC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:35.796220] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UPC.txt
[2025-12-04T20:47:35.796413] [INFO ] [sig       ] [3268/3547] Completed UPC in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:35.796453] [INFO ] [sig       ] [3269/3547] Forecasting UPLD...
[2025-12-04T20:47:35.796482] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-04T20:47:35.796511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-04T20:47:35.809721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-04T20:47:35.810233] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-04T20:47:35.811093] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-04T20:47:35.811143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:35.811174] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:35.811200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:35.811257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:35.868958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:35.870053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:35.870156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:35.870190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:35.994177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:35.994408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:35.994454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:35.994484] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:35.998347] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=62.91%)
[2025-12-04T20:47:35.998664] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-04T20:47:35.998805] [INFO ] [sig       ] UPLD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:36.140692] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UPLD.txt
[2025-12-04T20:47:36.140863] [INFO ] [sig       ] [3269/3547] Completed UPLD in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:36.140904] [INFO ] [sig       ] [3270/3547] Forecasting UPS...
[2025-12-04T20:47:36.140934] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-04T20:47:36.140965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-04T20:47:36.154406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-04T20:47:36.154896] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-04T20:47:36.155711] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-04T20:47:36.155762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:36.155844] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:36.155871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:36.155925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:36.211544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:36.212487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:36.212593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:36.212626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:36.336465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:36.336631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:36.336670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:36.336714] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:36.340033] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-04T20:47:36.340304] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-04T20:47:36.340443] [INFO ] [sig       ] UPS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:36.477315] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UPS.txt
[2025-12-04T20:47:36.477440] [INFO ] [sig       ] [3270/3547] Completed UPS in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:36.477477] [INFO ] [sig       ] [3271/3547] Forecasting UPWK...
[2025-12-04T20:47:36.477505] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-04T20:47:36.477533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-04T20:47:36.488629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-04T20:47:36.488897] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-04T20:47:36.489660] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-04T20:47:36.489710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:36.489739] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:36.489763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:36.489817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:36.545435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:36.546047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:36.546121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:36.546152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:36.667855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:36.667979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:36.668015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:36.668042] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:36.671225] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-04T20:47:36.671481] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-04T20:47:36.671611] [INFO ] [sig       ] UPWK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:36.806828] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UPWK.txt
[2025-12-04T20:47:36.806932] [INFO ] [sig       ] [3271/3547] Completed UPWK in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:36.806966] [INFO ] [sig       ] [3272/3547] Forecasting UPXI...
[2025-12-04T20:47:36.806992] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-04T20:47:36.807019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-04T20:47:36.818002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-04T20:47:36.818294] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-04T20:47:36.819052] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-04T20:47:36.819101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:36.819131] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:36.819157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:36.819210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:36.876807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:36.878185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:36.878370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:36.878417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:37.022740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:37.022987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:37.023034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:37.023065] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:37.027242] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-04T20:47:37.027613] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-04T20:47:37.027768] [INFO ] [sig       ] UPXI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:37.168230] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UPXI.txt
[2025-12-04T20:47:37.168415] [INFO ] [sig       ] [3272/3547] Completed UPXI in 0.4s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:37.168456] [INFO ] [sig       ] [3273/3547] Forecasting URBN...
[2025-12-04T20:47:37.168488] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-04T20:47:37.168519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-04T20:47:37.181729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-04T20:47:37.182162] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-04T20:47:37.183151] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-04T20:47:37.183205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:37.183237] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:37.183264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:37.183324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:37.240402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:37.241211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:37.241324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:37.241358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:37.366947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:37.367187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:37.367233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:37.367308] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:37.371132] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-04T20:47:37.371432] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-04T20:47:37.371563] [INFO ] [sig       ] URBN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:37.587149] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/URBN.txt
[2025-12-04T20:47:37.587358] [INFO ] [sig       ] [3273/3547] Completed URBN in 0.4s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:37.587400] [INFO ] [sig       ] [3274/3547] Forecasting URGN...
[2025-12-04T20:47:37.587429] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-04T20:47:37.587459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-04T20:47:37.600641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-04T20:47:37.601167] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-04T20:47:37.602061] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-04T20:47:37.602112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:37.602147] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:37.602196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:37.602267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:37.659470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:37.660404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:37.660494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:37.660524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:37.784061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:37.784349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:37.784403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:37.784434] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:37.788411] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-12-04T20:47:37.788718] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-04T20:47:37.788847] [INFO ] [sig       ] URGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:37.927783] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/URGN.txt
[2025-12-04T20:47:37.927994] [INFO ] [sig       ] [3274/3547] Completed URGN in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-04T20:47:37.928032] [INFO ] [sig       ] [3275/3547] Forecasting URI...
[2025-12-04T20:47:37.928062] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-04T20:47:37.928092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-04T20:47:37.940317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-04T20:47:37.940732] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-04T20:47:37.941613] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-04T20:47:37.941664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:37.941695] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:37.941720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:37.941777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:37.997481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:37.998650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:37.998743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:37.998774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:38.121039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:38.121266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:38.121309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:38.121337] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:38.125087] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-04T20:47:38.125377] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-04T20:47:38.125505] [INFO ] [sig       ] URI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:38.267308] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/URI.txt
[2025-12-04T20:47:38.267532] [INFO ] [sig       ] [3275/3547] Completed URI in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:38.267601] [INFO ] [sig       ] [3276/3547] Forecasting URNJ...
[2025-12-04T20:47:38.267635] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-04T20:47:38.267667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-04T20:47:38.281014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-04T20:47:38.281455] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-04T20:47:38.282369] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-04T20:47:38.282419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:38.282449] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:38.282473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:38.282529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:38.339808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:38.340909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:38.341012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:38.341044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:38.464782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:38.464999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:38.465041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:38.465069] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:38.471815] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=0.17%)
[2025-12-04T20:47:38.472193] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-04T20:47:38.472351] [INFO ] [sig       ] URNJ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:38.611145] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/URNJ.txt
[2025-12-04T20:47:38.611347] [INFO ] [sig       ] [3276/3547] Completed URNJ in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:38.611389] [INFO ] [sig       ] [3277/3547] Forecasting UROY...
[2025-12-04T20:47:38.611417] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-04T20:47:38.611447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-04T20:47:38.624681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-04T20:47:38.625152] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-04T20:47:38.626041] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-04T20:47:38.626091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:38.626122] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:38.626147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:38.626203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:38.683039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:38.684107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:38.684251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:38.684289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:38.811741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:38.811917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:38.811963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:38.811990] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:38.815390] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-04T20:47:38.815686] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-04T20:47:38.815815] [INFO ] [sig       ] UROY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:38.960926] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UROY.txt
[2025-12-04T20:47:38.961145] [INFO ] [sig       ] [3277/3547] Completed UROY in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:38.961188] [INFO ] [sig       ] [3278/3547] Forecasting USA...
[2025-12-04T20:47:38.961229] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-04T20:47:38.961261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-04T20:47:38.974512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-04T20:47:38.975115] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-04T20:47:38.976077] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-04T20:47:38.976129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:38.976160] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:38.976185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:38.976242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:39.033625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:39.034814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:39.034916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:39.034950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:39.157515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:39.157768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:39.157811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:39.157840] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:39.161801] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=38.44%)
[2025-12-04T20:47:39.162200] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-04T20:47:39.162355] [INFO ] [sig       ] USA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:39.312441] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USA.txt
[2025-12-04T20:47:39.312677] [INFO ] [sig       ] [3278/3547] Completed USA in 0.4s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:39.312721] [INFO ] [sig       ] [3279/3547] Forecasting USAC...
[2025-12-04T20:47:39.312751] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-04T20:47:39.312781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-04T20:47:39.326836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-04T20:47:39.327449] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-04T20:47:39.328421] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-04T20:47:39.328485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:39.328517] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:39.328544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:39.328620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:39.386923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:39.388046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:39.388142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:39.388178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:39.509147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:39.509379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:39.509425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:39.509452] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:39.513342] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-04T20:47:39.513667] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-04T20:47:39.513807] [INFO ] [sig       ] USAC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:39.658598] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USAC.txt
[2025-12-04T20:47:39.658819] [INFO ] [sig       ] [3279/3547] Completed USAC in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:39.658865] [INFO ] [sig       ] [3280/3547] Forecasting USB...
[2025-12-04T20:47:39.658895] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-04T20:47:39.658925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-04T20:47:39.672224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-04T20:47:39.672750] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-04T20:47:39.673767] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-04T20:47:39.673826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:39.673868] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:39.673909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:39.673988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:39.732683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:39.733865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:39.734010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:39.734043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:39.853380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:39.853629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:39.853674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:39.853701] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:39.857413] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-04T20:47:39.857722] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-04T20:47:39.857853] [INFO ] [sig       ] USB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:39.996409] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USB.txt
[2025-12-04T20:47:39.996630] [INFO ] [sig       ] [3280/3547] Completed USB in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:39.996674] [INFO ] [sig       ] [3281/3547] Forecasting USCB...
[2025-12-04T20:47:39.996703] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-04T20:47:39.996732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-04T20:47:40.010315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-04T20:47:40.010756] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-04T20:47:40.011549] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-04T20:47:40.011616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:40.011648] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:40.011672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:40.011725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:40.068349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:40.069254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:40.069343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:40.069381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:40.176199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:40.176379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:40.176418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:40.176463] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:40.179828] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-04T20:47:40.180107] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-04T20:47:40.180234] [INFO ] [sig       ] USCB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:40.317757] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USCB.txt
[2025-12-04T20:47:40.317906] [INFO ] [sig       ] [3281/3547] Completed USCB in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:40.317944] [INFO ] [sig       ] [3282/3547] Forecasting USDX...
[2025-12-04T20:47:40.317971] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-04T20:47:40.317999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-04T20:47:40.331896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-04T20:47:40.332494] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-04T20:47:40.333407] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-04T20:47:40.333461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:40.333492] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:40.333520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:40.333594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:40.393811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:40.395057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:40.395158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:40.395191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:40.499353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:40.499600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:40.499644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:40.499671] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:40.503495] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-04T20:47:40.503900] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-04T20:47:40.504066] [INFO ] [sig       ] USDX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:40.646068] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/USDX.txt
[2025-12-04T20:47:40.646243] [INFO ] [sig       ] [3282/3547] Completed USDX in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:40.646283] [INFO ] [sig       ] [3283/3547] Forecasting USEA...
[2025-12-04T20:47:40.646311] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-04T20:47:40.646342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-04T20:47:40.660116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-04T20:47:40.660641] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-04T20:47:40.661501] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-04T20:47:40.661554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:40.661614] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:40.661645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:40.661703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:40.720789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:40.721688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:40.721773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:40.721806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:40.838997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:40.839220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:40.839264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:40.839293] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:40.843007] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-04T20:47:40.843295] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-04T20:47:40.843424] [INFO ] [sig       ] USEA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:40.981713] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USEA.txt
[2025-12-04T20:47:40.981906] [INFO ] [sig       ] [3283/3547] Completed USEA in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:40.981944] [INFO ] [sig       ] [3284/3547] Forecasting USFD...
[2025-12-04T20:47:40.981972] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-04T20:47:40.982003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-04T20:47:40.994328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-04T20:47:40.994782] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-04T20:47:40.995667] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-04T20:47:40.995720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:40.995753] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:40.995781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:40.995846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:41.051984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:41.053020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:41.053115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:41.053147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:41.176207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:41.176445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:41.176497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:41.176527] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:41.180314] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-04T20:47:41.180618] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-04T20:47:41.180748] [INFO ] [sig       ] USFD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:41.319947] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/USFD.txt
[2025-12-04T20:47:41.320155] [INFO ] [sig       ] [3284/3547] Completed USFD in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:41.320202] [INFO ] [sig       ] [3285/3547] Forecasting USGO...
[2025-12-04T20:47:41.320235] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-04T20:47:41.320276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-04T20:47:41.333519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-04T20:47:41.334083] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-04T20:47:41.335038] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-04T20:47:41.335089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:41.335120] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:41.335145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:41.335225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:41.393391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:41.394524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:41.394652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:41.394684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:41.514239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:41.514478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:41.514524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:41.514552] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:41.518409] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2025-12-04T20:47:41.518735] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-04T20:47:41.518889] [INFO ] [sig       ] USGO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:41.659306] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/USGO.txt
[2025-12-04T20:47:41.659482] [INFO ] [sig       ] [3285/3547] Completed USGO in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:41.659521] [INFO ] [sig       ] [3286/3547] Forecasting USIG...
[2025-12-04T20:47:41.659550] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-04T20:47:41.659597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-04T20:47:41.672869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-04T20:47:41.673269] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-04T20:47:41.674166] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-04T20:47:41.674217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:41.674248] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:41.674272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:41.674327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:41.731113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:41.732135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:41.732224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:41.732255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:41.864347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:41.864606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:41.864654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:41.864682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:41.868537] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-04T20:47:41.868916] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-04T20:47:41.869061] [INFO ] [sig       ] USIG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:42.009157] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USIG.txt
[2025-12-04T20:47:42.009363] [INFO ] [sig       ] [3286/3547] Completed USIG in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:42.009404] [INFO ] [sig       ] [3287/3547] Forecasting USIO...
[2025-12-04T20:47:42.009434] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-04T20:47:42.009464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-04T20:47:42.022849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-04T20:47:42.023410] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-04T20:47:42.024349] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-04T20:47:42.024401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:42.024486] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:42.024513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:42.024570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:42.082480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:42.083555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:42.083674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:42.083707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:42.208851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:42.209083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:42.209127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:42.209155] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:42.212944] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=10.62%)
[2025-12-04T20:47:42.213245] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-04T20:47:42.213382] [INFO ] [sig       ] USIO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:42.357360] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USIO.txt
[2025-12-04T20:47:42.357556] [INFO ] [sig       ] [3287/3547] Completed USIO in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:42.357617] [INFO ] [sig       ] [3288/3547] Forecasting USLM...
[2025-12-04T20:47:42.357648] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-04T20:47:42.357677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-04T20:47:42.371561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-04T20:47:42.372107] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-04T20:47:42.372988] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-04T20:47:42.373038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:42.373068] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:42.373093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:42.373148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:42.430460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:42.431533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:42.431675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:42.431707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:42.551406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:42.551647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:42.551694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:42.551722] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:42.555416] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-04T20:47:42.555737] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-04T20:47:42.555870] [INFO ] [sig       ] USLM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:42.701949] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/USLM.txt
[2025-12-04T20:47:42.702156] [INFO ] [sig       ] [3288/3547] Completed USLM in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:42.702206] [INFO ] [sig       ] [3289/3547] Forecasting USMC...
[2025-12-04T20:47:42.702237] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-04T20:47:42.702289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-04T20:47:42.715725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-04T20:47:42.716191] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-04T20:47:42.717015] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-04T20:47:42.717065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:42.717097] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:42.717121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:42.717175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:42.773052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:42.773961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:42.774056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:42.774086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:42.889379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:42.889552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:42.889615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:42.889643] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:42.893088] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-12-04T20:47:42.893390] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-04T20:47:42.893521] [INFO ] [sig       ] USMC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:43.031891] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/USMC.txt
[2025-12-04T20:47:43.032043] [INFO ] [sig       ] [3289/3547] Completed USMC in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:43.032080] [INFO ] [sig       ] [3290/3547] Forecasting USOI...
[2025-12-04T20:47:43.032107] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-04T20:47:43.032138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-04T20:47:43.043186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-04T20:47:43.043551] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-04T20:47:43.044323] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-04T20:47:43.044372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:43.044402] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:43.044427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:43.044480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:43.099980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:43.100868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:43.100959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:43.100990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:43.218933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:43.219088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:43.219127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:43.219190] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:43.222491] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-12-04T20:47:43.222779] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-04T20:47:43.222897] [INFO ] [sig       ] USOI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:43.364346] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/USOI.txt
[2025-12-04T20:47:43.364502] [INFO ] [sig       ] [3290/3547] Completed USOI in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:43.364543] [INFO ] [sig       ] [3291/3547] Forecasting USOY...
[2025-12-04T20:47:43.364591] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-04T20:47:43.364624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-04T20:47:43.376688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-04T20:47:43.377018] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-04T20:47:43.377795] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-04T20:47:43.377844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:43.377875] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:43.377900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:43.377954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:43.433913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:43.434558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:43.434651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:43.434682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:43.548053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:43.548212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:43.548275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:43.548306] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:43.551727] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: DOWN (p=30.03%)
[2025-12-04T20:47:43.552010] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-04T20:47:43.552134] [INFO ] [sig       ] USOY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:43.691276] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USOY.txt
[2025-12-04T20:47:43.691406] [INFO ] [sig       ] [3291/3547] Completed USOY in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:43.691442] [INFO ] [sig       ] [3292/3547] Forecasting USTB...
[2025-12-04T20:47:43.691470] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-04T20:47:43.691497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-04T20:47:43.702663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-04T20:47:43.703008] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-04T20:47:43.703825] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-04T20:47:43.703876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:43.703907] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:43.703933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:43.703989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:43.766518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:43.767315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:43.767401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:43.767436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:43.887421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:43.887603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:43.887645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:43.887675] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:43.891456] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-12-04T20:47:43.891781] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-04T20:47:43.891913] [INFO ] [sig       ] USTB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:44.032273] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USTB.txt
[2025-12-04T20:47:44.032404] [INFO ] [sig       ] [3292/3547] Completed USTB in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-04T20:47:44.032441] [INFO ] [sig       ] [3293/3547] Forecasting USVM...
[2025-12-04T20:47:44.032471] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-04T20:47:44.032501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-04T20:47:44.044482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-04T20:47:44.044860] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-04T20:47:44.045656] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-04T20:47:44.045706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:44.045735] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:44.045761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:44.045813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:44.103820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:44.104713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:44.104796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:44.104828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:44.220432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:44.220589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:44.220629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:44.220656] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:44.223843] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-04T20:47:44.224095] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-04T20:47:44.224207] [INFO ] [sig       ] USVM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:44.368054] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/USVM.txt
[2025-12-04T20:47:44.368166] [INFO ] [sig       ] [3293/3547] Completed USVM in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:44.368202] [INFO ] [sig       ] [3294/3547] Forecasting USXF...
[2025-12-04T20:47:44.368231] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-04T20:47:44.368281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-04T20:47:44.381027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-04T20:47:44.381297] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-04T20:47:44.382054] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-04T20:47:44.382104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:44.382134] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:44.382159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:44.382213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:44.438648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:44.439246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:44.439320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:44.439351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:44.554461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:44.554616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:44.554656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:44.554682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:44.558009] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-04T20:47:44.558375] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-04T20:47:44.558518] [INFO ] [sig       ] USXF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:44.698408] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/USXF.txt
[2025-12-04T20:47:44.698533] [INFO ] [sig       ] [3294/3547] Completed USXF in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:44.698585] [INFO ] [sig       ] [3295/3547] Forecasting UTEN...
[2025-12-04T20:47:44.698622] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-04T20:47:44.698650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-04T20:47:44.709803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-04T20:47:44.710095] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-04T20:47:44.710917] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-04T20:47:44.710969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:44.710999] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:44.711025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:44.711081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:44.767880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:44.768852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:44.768931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:44.768962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:44.889631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:44.889751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:44.889788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:44.889815] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:44.893053] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-04T20:47:44.893309] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-04T20:47:44.893427] [INFO ] [sig       ] UTEN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:45.034310] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UTEN.txt
[2025-12-04T20:47:45.034426] [INFO ] [sig       ] [3295/3547] Completed UTEN in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:45.034462] [INFO ] [sig       ] [3296/3547] Forecasting UTF...
[2025-12-04T20:47:45.034490] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-04T20:47:45.034517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-04T20:47:45.045336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-04T20:47:45.045623] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-04T20:47:45.046367] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-04T20:47:45.046415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:45.046445] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:45.046471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:45.046529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:45.102310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:45.102937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:45.103010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:45.103040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:45.221116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:45.221263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:45.221300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:45.221327] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:45.224596] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-04T20:47:45.224858] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-04T20:47:45.224976] [INFO ] [sig       ] UTF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:45.361911] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UTF.txt
[2025-12-04T20:47:45.362058] [INFO ] [sig       ] [3296/3547] Completed UTF in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:45.362095] [INFO ] [sig       ] [3297/3547] Forecasting UTI...
[2025-12-04T20:47:45.362123] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-04T20:47:45.362153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-04T20:47:45.373313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-04T20:47:45.373671] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-04T20:47:45.374489] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-04T20:47:45.374540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:45.374588] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:45.374617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:45.374672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:45.430301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:45.431189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:45.431308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:45.431340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:45.562288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:45.562451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:45.562494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:45.562522] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:45.565862] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2025-12-04T20:47:45.566130] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-04T20:47:45.566253] [INFO ] [sig       ] UTI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:45.705258] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UTI.txt
[2025-12-04T20:47:45.705406] [INFO ] [sig       ] [3297/3547] Completed UTI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:45.705444] [INFO ] [sig       ] [3298/3547] Forecasting UTL...
[2025-12-04T20:47:45.705472] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-04T20:47:45.705501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-04T20:47:45.716466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-04T20:47:45.716814] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-04T20:47:45.717554] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-04T20:47:45.717634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:45.717665] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:45.717691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:45.717745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:45.774117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:45.774956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:45.775035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:45.775065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:45.890714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:45.890867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:45.890905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:45.890932] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:45.894213] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=31.02%)
[2025-12-04T20:47:45.894479] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-04T20:47:45.894619] [INFO ] [sig       ] UTL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:46.034987] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UTL.txt
[2025-12-04T20:47:46.035132] [INFO ] [sig       ] [3298/3547] Completed UTL in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:46.035167] [INFO ] [sig       ] [3299/3547] Forecasting UTMD...
[2025-12-04T20:47:46.035197] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-04T20:47:46.035226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-04T20:47:46.045708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-04T20:47:46.046008] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-04T20:47:46.046783] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-04T20:47:46.046833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:46.046862] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:46.046888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:46.046942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:46.103723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:46.104590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:46.104673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:46.104706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:46.231094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:46.231322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:46.231369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:46.231397] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:46.235118] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-04T20:47:46.235468] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-04T20:47:46.235630] [INFO ] [sig       ] UTMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:46.374110] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UTMD.txt
[2025-12-04T20:47:46.374292] [INFO ] [sig       ] [3299/3547] Completed UTMD in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:46.374331] [INFO ] [sig       ] [3300/3547] Forecasting UTWO...
[2025-12-04T20:47:46.374361] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-04T20:47:46.374390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-04T20:47:46.387568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-04T20:47:46.388116] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-04T20:47:46.389164] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-04T20:47:46.389255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:46.389290] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:46.389316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:46.389372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:46.447039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:46.448138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:46.448234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:46.448351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:46.574101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:46.574324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:46.574368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:46.574395] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:46.578193] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-04T20:47:46.578528] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-04T20:47:46.578683] [INFO ] [sig       ] UTWO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:46.718720] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UTWO.txt
[2025-12-04T20:47:46.718955] [INFO ] [sig       ] [3300/3547] Completed UTWO in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:46.718995] [INFO ] [sig       ] [3301/3547] Forecasting UTZ...
[2025-12-04T20:47:46.719024] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-04T20:47:46.719054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-04T20:47:46.731505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-04T20:47:46.732024] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-04T20:47:46.732933] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-04T20:47:46.732985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:46.733016] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:46.733043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:46.733100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:46.790894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:46.791836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:46.791926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:46.791959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:46.909214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:46.909435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:46.909477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:46.909505] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:46.913079] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=66.46%)
[2025-12-04T20:47:46.913371] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-04T20:47:46.913503] [INFO ] [sig       ] UTZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:47.051855] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UTZ.txt
[2025-12-04T20:47:47.052026] [INFO ] [sig       ] [3301/3547] Completed UTZ in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:47.052071] [INFO ] [sig       ] [3302/3547] Forecasting UVE...
[2025-12-04T20:47:47.052100] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-04T20:47:47.052131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-04T20:47:47.064337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-04T20:47:47.064756] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-04T20:47:47.065626] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-04T20:47:47.065675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:47.065705] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:47.065731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:47.065786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:47.123200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:47.124297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:47.124393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:47.124426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:47.245748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:47.245974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:47.246021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:47.246052] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:47.250229] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=34.64%)
[2025-12-04T20:47:47.250752] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-04T20:47:47.250912] [INFO ] [sig       ] UVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:47.401351] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UVE.txt
[2025-12-04T20:47:47.401594] [INFO ] [sig       ] [3302/3547] Completed UVE in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:47.401638] [INFO ] [sig       ] [3303/3547] Forecasting UVSP...
[2025-12-04T20:47:47.401668] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-04T20:47:47.401701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-04T20:47:47.414899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-04T20:47:47.415278] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-04T20:47:47.416147] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-04T20:47:47.416198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:47.416230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:47.416255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:47.416309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:47.474210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:47.475198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:47.475285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:47.475316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:47.597458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:47.597620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:47.597662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:47.597690] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:47.601065] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-12-04T20:47:47.601324] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-04T20:47:47.601461] [INFO ] [sig       ] UVSP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:47.737769] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UVSP.txt
[2025-12-04T20:47:47.737891] [INFO ] [sig       ] [3303/3547] Completed UVSP in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:47.737933] [INFO ] [sig       ] [3304/3547] Forecasting UWMC...
[2025-12-04T20:47:47.737962] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-04T20:47:47.737989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-04T20:47:47.748908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-04T20:47:47.749177] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-04T20:47:47.749976] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-04T20:47:47.750025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:47.750082] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:47.750109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:47.750163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:47.806684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:47.807389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:47.807469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:47.807499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:47.927139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:47.927281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:47.927318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:47.927344] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:47.930698] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-04T20:47:47.930963] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-04T20:47:47.931107] [INFO ] [sig       ] UWMC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:48.067400] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UWMC.txt
[2025-12-04T20:47:48.067523] [INFO ] [sig       ] [3304/3547] Completed UWMC in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:48.067560] [INFO ] [sig       ] [3305/3547] Forecasting UXIN...
[2025-12-04T20:47:48.067607] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-04T20:47:48.067636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-04T20:47:48.078302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-04T20:47:48.078596] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-04T20:47:48.079336] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-04T20:47:48.079385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:48.079414] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:48.079439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:48.079494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:48.135238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:48.135866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:48.135949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:48.135979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:48.250223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:48.250370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:48.250426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:48.250453] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:48.253735] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-04T20:47:48.253993] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-04T20:47:48.254108] [INFO ] [sig       ] UXIN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:48.391950] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/UXIN.txt
[2025-12-04T20:47:48.392064] [INFO ] [sig       ] [3305/3547] Completed UXIN in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:48.392100] [INFO ] [sig       ] [3306/3547] Forecasting UYLD...
[2025-12-04T20:47:48.392127] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-04T20:47:48.392156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-04T20:47:48.403830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-04T20:47:48.404111] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-04T20:47:48.404879] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-04T20:47:48.404928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:48.404959] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:48.404985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:48.405039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:48.462435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:48.463065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:48.463141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:48.463172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:48.572299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:48.572404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:48.572441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:48.572468] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:48.575735] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-12-04T20:47:48.575995] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-04T20:47:48.576110] [INFO ] [sig       ] UYLD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:48.713362] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UYLD.txt
[2025-12-04T20:47:48.713485] [INFO ] [sig       ] [3306/3547] Completed UYLD in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:48.713527] [INFO ] [sig       ] [3307/3547] Forecasting UZE...
[2025-12-04T20:47:48.713561] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-04T20:47:48.713618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-04T20:47:48.726491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-04T20:47:48.726795] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-04T20:47:48.727618] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-04T20:47:48.727671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:48.727701] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:48.727728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:48.727782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:48.785004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:48.785773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:48.785852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:48.785882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:48.895044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:48.895165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:48.895203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:48.895258] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:48.898549] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-04T20:47:48.898856] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-04T20:47:48.898976] [INFO ] [sig       ] UZE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:49.038627] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/UZE.txt
[2025-12-04T20:47:49.038762] [INFO ] [sig       ] [3307/3547] Completed UZE in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:49.038799] [INFO ] [sig       ] [3308/3547] Forecasting VAC...
[2025-12-04T20:47:49.038827] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-04T20:47:49.038855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-04T20:47:49.049835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-04T20:47:49.050100] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-04T20:47:49.050906] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-04T20:47:49.050955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:49.050984] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:49.051009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:49.051064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:49.106394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:49.107018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:49.107089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:49.107120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:49.224529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:49.224666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:49.224703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:49.224730] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:49.227909] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=57.50%)
[2025-12-04T20:47:49.228164] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-04T20:47:49.228293] [INFO ] [sig       ] VAC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:49.363937] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VAC.txt
[2025-12-04T20:47:49.364057] [INFO ] [sig       ] [3308/3547] Completed VAC in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:49.364093] [INFO ] [sig       ] [3309/3547] Forecasting VAL...
[2025-12-04T20:47:49.364121] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-04T20:47:49.364149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-04T20:47:49.379150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-04T20:47:49.379430] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-04T20:47:49.380189] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-04T20:47:49.380237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:49.380278] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:49.380305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:49.380359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:49.435786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:49.436559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:49.436648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:49.436678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:49.557606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:49.557952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:49.557992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:49.558018] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:49.561541] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-12-04T20:47:49.561993] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-04T20:47:49.562111] [INFO ] [sig       ] VAL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:49.706412] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VAL.txt
[2025-12-04T20:47:49.706601] [INFO ] [sig       ] [3309/3547] Completed VAL in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-04T20:47:49.706642] [INFO ] [sig       ] [3310/3547] Forecasting VALE...
[2025-12-04T20:47:49.706672] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-04T20:47:49.706701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-04T20:47:49.718648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-04T20:47:49.719057] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-04T20:47:49.719945] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-04T20:47:49.719996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:49.720027] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:49.720053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:49.720108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:49.780487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:49.781396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:49.781482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:49.781515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:49.928208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:49.928410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:49.928455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:49.928483] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:49.932439] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-04T20:47:49.932883] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-04T20:47:49.933079] [INFO ] [sig       ] VALE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:50.140636] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VALE.txt
[2025-12-04T20:47:50.140863] [INFO ] [sig       ] [3310/3547] Completed VALE in 0.4s | 2.93 sym/s | Total: 18.8m | ETA: 1.3m
[2025-12-04T20:47:50.140928] [INFO ] [sig       ] [3311/3547] Forecasting VALN...
[2025-12-04T20:47:50.140980] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-04T20:47:50.141027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-04T20:47:50.156541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-04T20:47:50.157058] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-04T20:47:50.158200] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-04T20:47:50.158292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:50.158343] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:50.158388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:50.158475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:50.231613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:50.232554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:50.232663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:50.232698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:50.371800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:50.371983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:50.372036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:50.372072] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:50.377233] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-04T20:47:50.377711] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-04T20:47:50.377901] [INFO ] [sig       ] VALN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:50.609074] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VALN.txt
[2025-12-04T20:47:50.609236] [INFO ] [sig       ] [3311/3547] Completed VALN in 0.5s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:50.609275] [INFO ] [sig       ] [3312/3547] Forecasting VANI...
[2025-12-04T20:47:50.609303] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-04T20:47:50.609331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-04T20:47:50.621178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-04T20:47:50.621676] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-04T20:47:50.622650] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-04T20:47:50.622709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:50.622741] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:50.622769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:50.622825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:50.683543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:50.684501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:50.684604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:50.684640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:50.811467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:50.811830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:50.811871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:50.811899] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:50.815755] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-04T20:47:50.816047] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-04T20:47:50.816171] [INFO ] [sig       ] VANI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:50.967851] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VANI.txt
[2025-12-04T20:47:50.968007] [INFO ] [sig       ] [3312/3547] Completed VANI in 0.4s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:50.968044] [INFO ] [sig       ] [3313/3547] Forecasting VBF...
[2025-12-04T20:47:50.968078] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-04T20:47:50.968109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-04T20:47:50.981249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-04T20:47:50.981609] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-04T20:47:50.982387] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-04T20:47:50.982437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:50.982468] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:50.982493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:50.982547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:51.037762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:51.038561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:51.038661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:51.038693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:51.153829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:51.153977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:51.154016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:51.154043] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:51.157333] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-04T20:47:51.157613] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-04T20:47:51.157734] [INFO ] [sig       ] VBF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:51.294005] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VBF.txt
[2025-12-04T20:47:51.294138] [INFO ] [sig       ] [3313/3547] Completed VBF in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:51.294174] [INFO ] [sig       ] [3314/3547] Forecasting VBNK...
[2025-12-04T20:47:51.294201] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-04T20:47:51.294230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-04T20:47:51.306553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-04T20:47:51.306883] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-04T20:47:51.307674] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-04T20:47:51.307724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:51.307754] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:51.307779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:51.307833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:51.364904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:51.365529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:51.365651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:51.365685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:51.485064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:51.485212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:51.485253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:51.485280] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:51.488655] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=34.62%)
[2025-12-04T20:47:51.488921] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-04T20:47:51.489041] [INFO ] [sig       ] VBNK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:51.631795] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VBNK.txt
[2025-12-04T20:47:51.631936] [INFO ] [sig       ] [3314/3547] Completed VBNK in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:51.631973] [INFO ] [sig       ] [3315/3547] Forecasting VC...
[2025-12-04T20:47:51.632002] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-04T20:47:51.632030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-04T20:47:51.643405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-04T20:47:51.643717] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-04T20:47:51.644506] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-04T20:47:51.644561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:51.644628] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:51.644661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:51.644728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:51.703030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:51.703810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:51.703891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:51.703923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:51.838139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:51.838336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:51.838383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:51.838412] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:51.842229] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=14.93%)
[2025-12-04T20:47:51.842565] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-04T20:47:51.842759] [INFO ] [sig       ] VC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:51.984811] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VC.txt
[2025-12-04T20:47:51.984936] [INFO ] [sig       ] [3315/3547] Completed VC in 0.4s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:51.984972] [INFO ] [sig       ] [3316/3547] Forecasting VCEL...
[2025-12-04T20:47:51.985000] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-04T20:47:51.985028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-04T20:47:51.995954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-04T20:47:51.996234] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-04T20:47:51.996998] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-04T20:47:51.997048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:51.997078] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:51.997103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:51.997156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:52.052233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:52.052883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:52.052959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:52.052989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:52.166692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:52.166846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:52.166885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:52.166930] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:52.170209] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-04T20:47:52.170474] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-04T20:47:52.170609] [INFO ] [sig       ] VCEL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:52.308715] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VCEL.txt
[2025-12-04T20:47:52.308857] [INFO ] [sig       ] [3316/3547] Completed VCEL in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:52.308894] [INFO ] [sig       ] [3317/3547] Forecasting VCRB...
[2025-12-04T20:47:52.308922] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-04T20:47:52.308950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-04T20:47:52.319776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-04T20:47:52.320052] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-04T20:47:52.320813] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-04T20:47:52.320861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:52.320891] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:52.320916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:52.320970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:52.375843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:52.376447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:52.376521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:52.376553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:52.490018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:52.490156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:52.490192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:52.490219] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:52.493436] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2025-12-04T20:47:52.493712] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-04T20:47:52.493831] [INFO ] [sig       ] VCRB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:52.628486] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VCRB.txt
[2025-12-04T20:47:52.628668] [INFO ] [sig       ] [3317/3547] Completed VCRB in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:52.628706] [INFO ] [sig       ] [3318/3547] Forecasting VCSH...
[2025-12-04T20:47:52.628735] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-04T20:47:52.628763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-04T20:47:52.639953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-04T20:47:52.640257] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-04T20:47:52.641039] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-04T20:47:52.641090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:52.641121] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:52.641148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:52.641203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:52.697687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:52.698366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:52.698452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:52.698498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:52.820696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:52.820833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:52.820872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:52.820900] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:52.824165] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-04T20:47:52.824429] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-04T20:47:52.824548] [INFO ] [sig       ] VCSH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:52.965327] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VCSH.txt
[2025-12-04T20:47:52.965456] [INFO ] [sig       ] [3318/3547] Completed VCSH in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:52.965494] [INFO ] [sig       ] [3319/3547] Forecasting VECO...
[2025-12-04T20:47:52.965523] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-04T20:47:52.965554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-04T20:47:52.977043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-04T20:47:52.977323] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-04T20:47:52.978095] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-04T20:47:52.978145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:52.978176] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:52.978203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:52.978283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:53.036594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:53.037537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:53.037653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:53.037690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:53.159553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:53.159735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:53.159776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:53.159804] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:53.163196] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-12-04T20:47:53.163464] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-04T20:47:53.163604] [INFO ] [sig       ] VECO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:53.305630] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VECO.txt
[2025-12-04T20:47:53.305750] [INFO ] [sig       ] [3319/3547] Completed VECO in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:53.305786] [INFO ] [sig       ] [3320/3547] Forecasting VEEE...
[2025-12-04T20:47:53.305815] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-04T20:47:53.305842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-04T20:47:53.316895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-04T20:47:53.317225] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-04T20:47:53.317986] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-04T20:47:53.318036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:53.318067] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:53.318105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:53.318160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:53.372957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:53.373592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:53.373667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:53.373698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:53.491622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:53.491774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:53.491813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:53.491842] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:53.495305] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-04T20:47:53.495629] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-04T20:47:53.495761] [INFO ] [sig       ] VEEE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:53.645508] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VEEE.txt
[2025-12-04T20:47:53.645672] [INFO ] [sig       ] [3320/3547] Completed VEEE in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:53.645711] [INFO ] [sig       ] [3321/3547] Forecasting VEL...
[2025-12-04T20:47:53.645740] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-04T20:47:53.645768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-04T20:47:53.656769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-04T20:47:53.657044] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-04T20:47:53.657839] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-04T20:47:53.657891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:53.657949] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:53.657978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:53.658035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:53.715305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:53.715982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:53.716061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:53.716094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:53.837384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:53.837513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:53.837553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:53.837605] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:53.840925] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-04T20:47:53.841216] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-04T20:47:53.841346] [INFO ] [sig       ] VEL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:53.984115] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VEL.txt
[2025-12-04T20:47:53.984242] [INFO ] [sig       ] [3321/3547] Completed VEL in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:53.984279] [INFO ] [sig       ] [3322/3547] Forecasting VEON...
[2025-12-04T20:47:53.984307] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-04T20:47:53.984334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-04T20:47:53.995976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-04T20:47:53.996387] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-04T20:47:53.997225] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-04T20:47:53.997276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:53.997307] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:53.997332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:53.997386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:54.055166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:54.056093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:54.056188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:54.056221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:54.184777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:54.184944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:54.184985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:54.185013] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:54.188842] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-12-04T20:47:54.189191] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-04T20:47:54.189332] [INFO ] [sig       ] VEON: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:54.339844] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VEON.txt
[2025-12-04T20:47:54.339975] [INFO ] [sig       ] [3322/3547] Completed VEON in 0.4s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:54.340010] [INFO ] [sig       ] [3323/3547] Forecasting VERA...
[2025-12-04T20:47:54.340036] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-04T20:47:54.340064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-04T20:47:54.351106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-04T20:47:54.351385] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-04T20:47:54.352207] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-04T20:47:54.352258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:54.352289] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:54.352313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:54.352367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:54.411968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:54.412783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:54.412865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:54.412896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:54.529614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:54.529762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:54.529800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:54.529826] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:54.533126] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=67.66%)
[2025-12-04T20:47:54.533385] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-04T20:47:54.533505] [INFO ] [sig       ] VERA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:54.672724] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VERA.txt
[2025-12-04T20:47:54.672875] [INFO ] [sig       ] [3323/3547] Completed VERA in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:54.672913] [INFO ] [sig       ] [3324/3547] Forecasting VERI...
[2025-12-04T20:47:54.672943] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-04T20:47:54.672979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-04T20:47:54.683947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-04T20:47:54.684221] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-04T20:47:54.685011] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-04T20:47:54.685060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:54.685091] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:54.685116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:54.685170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:54.743033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:54.743887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:54.743967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:54.743999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:54.862565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:54.862727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:54.862765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:54.862836] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:54.867241] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-04T20:47:54.867513] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-04T20:47:54.867666] [INFO ] [sig       ] VERI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:55.006752] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VERI.txt
[2025-12-04T20:47:55.006883] [INFO ] [sig       ] [3324/3547] Completed VERI in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:55.006920] [INFO ] [sig       ] [3325/3547] Forecasting VERO...
[2025-12-04T20:47:55.006948] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-04T20:47:55.006976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-04T20:47:55.017826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-04T20:47:55.018127] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-04T20:47:55.018963] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-04T20:47:55.019015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:55.019045] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:55.019071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:55.019126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:55.076832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:55.077509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:55.077601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:55.077635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:55.196517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:55.196678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:55.196719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:55.196748] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:55.200112] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-12-04T20:47:55.200371] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-04T20:47:55.200490] [INFO ] [sig       ] VERO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:55.339629] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VERO.txt
[2025-12-04T20:47:55.339776] [INFO ] [sig       ] [3325/3547] Completed VERO in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:55.339820] [INFO ] [sig       ] [3326/3547] Forecasting VERX...
[2025-12-04T20:47:55.339854] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-04T20:47:55.339887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-04T20:47:55.351712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-04T20:47:55.352033] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-04T20:47:55.352837] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-04T20:47:55.352887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:55.352917] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:55.352941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:55.353000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:55.408000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:55.408779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:55.408874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:55.408906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:55.526427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:55.526591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:55.526633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:55.526661] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:55.529987] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-04T20:47:55.530246] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-04T20:47:55.530363] [INFO ] [sig       ] VERX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:55.666051] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VERX.txt
[2025-12-04T20:47:55.666165] [INFO ] [sig       ] [3326/3547] Completed VERX in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:55.666202] [INFO ] [sig       ] [3327/3547] Forecasting VFC...
[2025-12-04T20:47:55.666229] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-04T20:47:55.666257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-04T20:47:55.677535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-04T20:47:55.677817] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-04T20:47:55.678617] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-04T20:47:55.678667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:55.678696] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:55.678721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:55.678775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:55.735732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:55.736350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:55.736426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:55.736458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:55.855355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:55.855499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:55.855536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:55.855563] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:55.858881] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-04T20:47:55.859139] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-04T20:47:55.859257] [INFO ] [sig       ] VFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:55.994962] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VFC.txt
[2025-12-04T20:47:55.995086] [INFO ] [sig       ] [3327/3547] Completed VFC in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-04T20:47:55.995121] [INFO ] [sig       ] [3328/3547] Forecasting VFF...
[2025-12-04T20:47:55.995148] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-04T20:47:55.995175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-04T20:47:56.006273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-04T20:47:56.006534] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-04T20:47:56.007289] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-04T20:47:56.007337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:56.007368] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:56.007393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:56.007446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:56.070153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:56.071398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:56.071513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:56.071547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:56.193341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:56.193591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:56.193638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:56.193668] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:56.197488] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-04T20:47:56.197820] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-04T20:47:56.197965] [INFO ] [sig       ] VFF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:56.342390] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VFF.txt
[2025-12-04T20:47:56.342560] [INFO ] [sig       ] [3328/3547] Completed VFF in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:56.342616] [INFO ] [sig       ] [3329/3547] Forecasting VFLO...
[2025-12-04T20:47:56.342645] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-04T20:47:56.342674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-04T20:47:56.354284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-04T20:47:56.354769] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-04T20:47:56.355875] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-04T20:47:56.355947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:56.355979] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:56.356008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:56.356065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:56.416747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:56.417663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:56.417745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:56.417780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:56.547040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:56.547214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:56.547264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:56.547295] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:56.550778] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=43.66%)
[2025-12-04T20:47:56.551046] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-04T20:47:56.551163] [INFO ] [sig       ] VFLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:56.702883] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VFLO.txt
[2025-12-04T20:47:56.703122] [INFO ] [sig       ] [3329/3547] Completed VFLO in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:56.703165] [INFO ] [sig       ] [3330/3547] Forecasting VFS...
[2025-12-04T20:47:56.703194] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-04T20:47:56.703224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-04T20:47:56.716613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-04T20:47:56.717105] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-04T20:47:56.718058] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-04T20:47:56.718111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:56.718142] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:56.718168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:56.718232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:56.777255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:56.778372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:56.778467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:56.778498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:56.901413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:56.901653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:56.901697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:56.901725] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:56.905438] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-04T20:47:56.905749] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-04T20:47:56.905875] [INFO ] [sig       ] VFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:57.052451] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VFS.txt
[2025-12-04T20:47:57.052703] [INFO ] [sig       ] [3330/3547] Completed VFS in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:57.052763] [INFO ] [sig       ] [3331/3547] Forecasting VGI...
[2025-12-04T20:47:57.052805] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-04T20:47:57.052836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-04T20:47:57.065525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-04T20:47:57.066016] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-04T20:47:57.066893] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-04T20:47:57.066944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:57.066976] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:57.067004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:57.067066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:57.125678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:57.126804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:57.126946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:57.126981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:57.242951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:57.243177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:57.243222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:57.243251] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:57.247043] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=19.87%)
[2025-12-04T20:47:57.247344] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-04T20:47:57.247475] [INFO ] [sig       ] VGI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:57.393727] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VGI.txt
[2025-12-04T20:47:57.393943] [INFO ] [sig       ] [3331/3547] Completed VGI in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:57.393985] [INFO ] [sig       ] [3332/3547] Forecasting VGM...
[2025-12-04T20:47:57.394019] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-04T20:47:57.394050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-04T20:47:57.406960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-04T20:47:57.407516] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-04T20:47:57.408532] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-04T20:47:57.408610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:57.408644] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:57.408671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:57.408735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:57.469191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:57.470330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:57.470437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:57.470469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:57.597732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:57.597961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:57.598005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:57.598035] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:57.602041] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2025-12-04T20:47:57.602393] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-04T20:47:57.602539] [INFO ] [sig       ] VGM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:57.753631] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VGM.txt
[2025-12-04T20:47:57.753840] [INFO ] [sig       ] [3332/3547] Completed VGM in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:57.753881] [INFO ] [sig       ] [3333/3547] Forecasting VGSH...
[2025-12-04T20:47:57.753910] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-04T20:47:57.753939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-04T20:47:57.766739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-04T20:47:57.767095] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-04T20:47:57.767980] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-04T20:47:57.768048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:57.768080] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:57.768108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:57.768166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:57.822886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:57.823911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:57.823997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:57.824029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:57.947323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:57.947549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:57.947619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:57.947650] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:57.952039] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-12-04T20:47:57.952519] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-04T20:47:57.952724] [INFO ] [sig       ] VGSH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:58.100108] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VGSH.txt
[2025-12-04T20:47:58.100303] [INFO ] [sig       ] [3333/3547] Completed VGSH in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:58.100343] [INFO ] [sig       ] [3334/3547] Forecasting VICI...
[2025-12-04T20:47:58.100373] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-04T20:47:58.100401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-04T20:47:58.113504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-04T20:47:58.114029] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-04T20:47:58.114971] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-04T20:47:58.115024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:58.115056] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:58.115081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:58.115138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:58.174997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:58.176158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:58.176256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:58.176287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:58.303781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:58.304014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:58.304058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:58.304087] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:58.307944] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2025-12-04T20:47:58.308263] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-04T20:47:58.308399] [INFO ] [sig       ] VICI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:58.454938] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VICI.txt
[2025-12-04T20:47:58.455193] [INFO ] [sig       ] [3334/3547] Completed VICI in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:58.455237] [INFO ] [sig       ] [3335/3547] Forecasting VIGI...
[2025-12-04T20:47:58.455265] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-04T20:47:58.455297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-04T20:47:58.468430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-04T20:47:58.469111] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-04T20:47:58.470140] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-04T20:47:58.470194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:58.470228] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:58.470254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:58.470311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:58.530062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:58.531214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:58.531313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:58.531346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:58.653377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:58.653616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:58.653665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:58.653697] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:58.657668] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-04T20:47:58.658024] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-04T20:47:58.658169] [INFO ] [sig       ] VIGI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:58.805558] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VIGI.txt
[2025-12-04T20:47:58.805805] [INFO ] [sig       ] [3335/3547] Completed VIGI in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:58.805857] [INFO ] [sig       ] [3336/3547] Forecasting VINP...
[2025-12-04T20:47:58.805889] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-04T20:47:58.805921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-04T20:47:58.821039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-04T20:47:58.821851] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-04T20:47:58.823370] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-04T20:47:58.823477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:58.823526] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:58.823566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:58.823713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:58.884975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:58.886126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:58.886231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:58.886265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:59.005175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:59.005433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:59.005479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:59.005507] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:59.009720] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-04T20:47:59.010088] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-04T20:47:59.010233] [INFO ] [sig       ] VINP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:47:59.183739] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VINP.txt
[2025-12-04T20:47:59.183962] [INFO ] [sig       ] [3336/3547] Completed VINP in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:59.184021] [INFO ] [sig       ] [3337/3547] Forecasting VIPS...
[2025-12-04T20:47:59.184054] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-04T20:47:59.184084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-04T20:47:59.197821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-04T20:47:59.198363] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-04T20:47:59.199205] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-04T20:47:59.199259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:59.199295] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:59.199353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:59.199423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:59.258429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:59.259427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:59.259516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:59.259549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:59.382335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:59.382493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:59.382532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:59.382560] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:59.386530] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-12-04T20:47:59.386909] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-04T20:47:59.387049] [INFO ] [sig       ] VIPS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:59.536567] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VIPS.txt
[2025-12-04T20:47:59.536731] [INFO ] [sig       ] [3337/3547] Completed VIPS in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:59.536768] [INFO ] [sig       ] [3338/3547] Forecasting VIRC...
[2025-12-04T20:47:59.536797] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-04T20:47:59.536825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-04T20:47:59.548118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-04T20:47:59.548522] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-04T20:47:59.549307] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-04T20:47:59.549358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:59.549418] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:59.549445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:59.549499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:59.605439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:59.606289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:59.606372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:59.606403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:47:59.727770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:47:59.727944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:47:59.727983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:47:59.728009] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:47:59.731368] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2025-12-04T20:47:59.731695] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-04T20:47:59.731824] [INFO ] [sig       ] VIRC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:47:59.875727] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VIRC.txt
[2025-12-04T20:47:59.875882] [INFO ] [sig       ] [3338/3547] Completed VIRC in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:47:59.875923] [INFO ] [sig       ] [3339/3547] Forecasting VITL...
[2025-12-04T20:47:59.875952] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-04T20:47:59.875980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-04T20:47:59.887805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-04T20:47:59.888185] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-04T20:47:59.889031] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-04T20:47:59.889097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:47:59.889148] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:47:59.889181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:47:59.889240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:47:59.948382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:47:59.949260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:47:59.949348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:47:59.949381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:00.081926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:00.082092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:00.082133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:00.082160] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:00.085624] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-04T20:48:00.085893] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-04T20:48:00.086019] [INFO ] [sig       ] VITL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:00.229155] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VITL.txt
[2025-12-04T20:48:00.229294] [INFO ] [sig       ] [3339/3547] Completed VITL in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:48:00.229330] [INFO ] [sig       ] [3340/3547] Forecasting VKQ...
[2025-12-04T20:48:00.229358] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-04T20:48:00.229386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-04T20:48:00.240622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-04T20:48:00.240945] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-04T20:48:00.241722] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-04T20:48:00.241771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:00.241801] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:00.241827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:00.241881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:00.296876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:00.297650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:00.297733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:00.297764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:00.416956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:00.417106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:00.417161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:00.417189] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:00.420485] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-04T20:48:00.420763] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-04T20:48:00.420884] [INFO ] [sig       ] VKQ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:00.557888] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VKQ.txt
[2025-12-04T20:48:00.558006] [INFO ] [sig       ] [3340/3547] Completed VKQ in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:48:00.558043] [INFO ] [sig       ] [3341/3547] Forecasting VKTX...
[2025-12-04T20:48:00.558070] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-04T20:48:00.558099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-04T20:48:00.569029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-04T20:48:00.569296] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-04T20:48:00.570084] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-04T20:48:00.570132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:00.570161] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:00.570186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:00.570239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:00.626726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:00.627358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:00.627433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:00.627463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:00.746103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:00.746252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:00.746291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:00.746349] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:00.749679] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-12-04T20:48:00.749948] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-04T20:48:00.750070] [INFO ] [sig       ] VKTX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:00.894646] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VKTX.txt
[2025-12-04T20:48:00.894778] [INFO ] [sig       ] [3341/3547] Completed VKTX in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:48:00.894819] [INFO ] [sig       ] [3342/3547] Forecasting VLGEA...
[2025-12-04T20:48:00.894851] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-04T20:48:00.894881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-04T20:48:00.905822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-04T20:48:00.906081] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-04T20:48:00.906833] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-04T20:48:00.906882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:00.906912] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:00.906937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:00.906991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:00.962560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:00.963435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:00.963523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:00.963554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:01.083847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:01.083995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:01.084034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:01.084060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:01.087296] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-04T20:48:01.087552] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-04T20:48:01.087698] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:01.224595] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VLGEA.txt
[2025-12-04T20:48:01.224743] [INFO ] [sig       ] [3342/3547] Completed VLGEA in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:48:01.224781] [INFO ] [sig       ] [3343/3547] Forecasting VLN...
[2025-12-04T20:48:01.224809] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-04T20:48:01.224836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-04T20:48:01.236095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-04T20:48:01.236435] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-04T20:48:01.237239] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-04T20:48:01.237288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:01.237318] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:01.237342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:01.237396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:01.292387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:01.293265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:01.293343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:01.293373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:01.409343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:01.409494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:01.409531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:01.409559] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:01.412851] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2025-12-04T20:48:01.413121] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-04T20:48:01.413238] [INFO ] [sig       ] VLN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:01.554370] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VLN.txt
[2025-12-04T20:48:01.554537] [INFO ] [sig       ] [3343/3547] Completed VLN in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:48:01.554594] [INFO ] [sig       ] [3344/3547] Forecasting VLO...
[2025-12-04T20:48:01.554625] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-04T20:48:01.554653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-04T20:48:01.566747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-04T20:48:01.567112] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-04T20:48:01.567894] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-04T20:48:01.567942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:01.567985] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:01.568012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:01.568066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:01.623809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:01.624707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:01.624787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:01.624818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:01.748294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:01.748451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:01.748489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:01.748515] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:01.752107] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-12-04T20:48:01.752396] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-04T20:48:01.752525] [INFO ] [sig       ] VLO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:01.899741] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VLO.txt
[2025-12-04T20:48:01.899902] [INFO ] [sig       ] [3344/3547] Completed VLO in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-04T20:48:01.899941] [INFO ] [sig       ] [3345/3547] Forecasting VLRS...
[2025-12-04T20:48:01.899968] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-04T20:48:01.899997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-04T20:48:01.912192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-04T20:48:01.912681] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-04T20:48:01.913568] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-04T20:48:01.913649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:01.913680] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:01.913705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:01.913758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:01.973091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:01.974040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:01.974132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:01.974164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:02.097814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:02.097958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:02.098001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:02.098029] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:02.101348] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-12-04T20:48:02.101627] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-04T20:48:02.101745] [INFO ] [sig       ] VLRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:02.236616] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VLRS.txt
[2025-12-04T20:48:02.236749] [INFO ] [sig       ] [3345/3547] Completed VLRS in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-04T20:48:02.236786] [INFO ] [sig       ] [3346/3547] Forecasting VLTO...
[2025-12-04T20:48:02.236813] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-04T20:48:02.236843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-04T20:48:02.248352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-04T20:48:02.248645] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-04T20:48:02.249384] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-04T20:48:02.249433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:02.249463] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:02.249488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:02.249542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:02.307499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:02.308382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:02.308470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:02.308501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:02.428975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:02.429124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:02.429161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:02.429188] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:02.432541] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-04T20:48:02.432819] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-04T20:48:02.432942] [INFO ] [sig       ] VLTO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:02.568363] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VLTO.txt
[2025-12-04T20:48:02.568507] [INFO ] [sig       ] [3346/3547] Completed VLTO in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:02.568544] [INFO ] [sig       ] [3347/3547] Forecasting VLY...
[2025-12-04T20:48:02.568590] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-04T20:48:02.568621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-04T20:48:02.580356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-04T20:48:02.580649] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-04T20:48:02.581382] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-04T20:48:02.581430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:02.581460] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:02.581484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:02.581537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:02.636882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:02.637606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:02.637682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:02.637713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:02.758059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:02.758208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:02.758263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:02.758292] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:02.761602] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-04T20:48:02.761863] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-04T20:48:02.761979] [INFO ] [sig       ] VLY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:02.896450] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VLY.txt
[2025-12-04T20:48:02.896590] [INFO ] [sig       ] [3347/3547] Completed VLY in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:02.896629] [INFO ] [sig       ] [3348/3547] Forecasting VMBS...
[2025-12-04T20:48:02.896683] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-04T20:48:02.896714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-04T20:48:02.908644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-04T20:48:02.909058] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-04T20:48:02.909884] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-04T20:48:02.909935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:02.909965] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:02.909990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:02.910048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:02.980591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:02.981469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:02.981610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:02.981647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:03.100985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:03.101132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:03.101170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:03.101197] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:03.104467] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-04T20:48:03.104745] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-04T20:48:03.104861] [INFO ] [sig       ] VMBS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:03.241534] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VMBS.txt
[2025-12-04T20:48:03.241668] [INFO ] [sig       ] [3348/3547] Completed VMBS in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:03.241706] [INFO ] [sig       ] [3349/3547] Forecasting VMD...
[2025-12-04T20:48:03.241733] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-04T20:48:03.241762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-04T20:48:03.252755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-04T20:48:03.253028] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-04T20:48:03.253792] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-04T20:48:03.253840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:03.253870] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:03.253896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:03.253950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:03.311626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:03.312278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:03.312357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:03.312389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:03.426976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:03.427109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:03.427145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:03.427171] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:03.430409] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-04T20:48:03.430685] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-04T20:48:03.430803] [INFO ] [sig       ] VMD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:03.570274] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VMD.txt
[2025-12-04T20:48:03.570395] [INFO ] [sig       ] [3349/3547] Completed VMD in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:03.570439] [INFO ] [sig       ] [3350/3547] Forecasting VMI...
[2025-12-04T20:48:03.570468] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-04T20:48:03.570495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-04T20:48:03.581925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-04T20:48:03.582210] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-04T20:48:03.583017] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-04T20:48:03.583068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:03.583099] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:03.583126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:03.583182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:03.638712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:03.639503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:03.639610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:03.639646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:03.759599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:03.759731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:03.759770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:03.759800] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:03.763153] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-04T20:48:03.763407] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-04T20:48:03.763525] [INFO ] [sig       ] VMI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:03.899941] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VMI.txt
[2025-12-04T20:48:03.900079] [INFO ] [sig       ] [3350/3547] Completed VMI in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:03.900119] [INFO ] [sig       ] [3351/3547] Forecasting VMO...
[2025-12-04T20:48:03.900147] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-04T20:48:03.900177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-04T20:48:03.911252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-04T20:48:03.911648] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-04T20:48:03.912671] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-04T20:48:03.912733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:03.912776] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:03.912811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:03.912889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:03.971008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:03.971750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:03.971830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:03.971862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:04.089442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:04.089558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:04.089612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:04.089655] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:04.092880] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-04T20:48:04.093142] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-04T20:48:04.093259] [INFO ] [sig       ] VMO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:04.231646] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VMO.txt
[2025-12-04T20:48:04.231809] [INFO ] [sig       ] [3351/3547] Completed VMO in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:04.231847] [INFO ] [sig       ] [3352/3547] Forecasting VNDA...
[2025-12-04T20:48:04.231874] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-04T20:48:04.231905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-04T20:48:04.242944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-04T20:48:04.243228] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-04T20:48:04.244042] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-04T20:48:04.244093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:04.244126] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:04.244153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:04.244209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:04.301380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:04.302154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:04.302245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:04.302284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:04.421846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:04.421981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:04.422019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:04.422046] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:04.425387] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-04T20:48:04.425674] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-04T20:48:04.425790] [INFO ] [sig       ] VNDA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:04.563384] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VNDA.txt
[2025-12-04T20:48:04.563492] [INFO ] [sig       ] [3352/3547] Completed VNDA in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:04.563528] [INFO ] [sig       ] [3353/3547] Forecasting VNO...
[2025-12-04T20:48:04.563554] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-04T20:48:04.563601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-04T20:48:04.574754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-04T20:48:04.575047] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-04T20:48:04.575861] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-04T20:48:04.575914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:04.575949] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:04.575976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:04.576032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:04.633683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:04.634299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:04.634375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:04.634420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:04.751298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:04.751437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:04.751474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:04.751501] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:04.754791] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-04T20:48:04.755066] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-04T20:48:04.755182] [INFO ] [sig       ] VNO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:04.895252] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VNO.txt
[2025-12-04T20:48:04.895369] [INFO ] [sig       ] [3353/3547] Completed VNO in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:04.895404] [INFO ] [sig       ] [3354/3547] Forecasting VNOM...
[2025-12-04T20:48:04.895432] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-04T20:48:04.895461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-04T20:48:04.906558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-04T20:48:04.906862] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-04T20:48:04.907611] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-04T20:48:04.907660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:04.907690] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:04.907715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:04.907769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:04.963920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:04.964542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:04.964631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:04.964662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:05.084541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:05.084678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:05.084714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:05.084741] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:05.087915] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-04T20:48:05.088173] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-04T20:48:05.088300] [INFO ] [sig       ] VNOM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:05.224320] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VNOM.txt
[2025-12-04T20:48:05.224425] [INFO ] [sig       ] [3354/3547] Completed VNOM in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:05.224460] [INFO ] [sig       ] [3355/3547] Forecasting VNQI...
[2025-12-04T20:48:05.224487] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-04T20:48:05.224515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-04T20:48:05.235498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-04T20:48:05.235792] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-04T20:48:05.236559] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-04T20:48:05.236626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:05.236681] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:05.236719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:05.236776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:05.293076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:05.293712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:05.293787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:05.293820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:05.410799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:05.410939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:05.410977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:05.411005] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:05.414383] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-04T20:48:05.414673] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-04T20:48:05.414797] [INFO ] [sig       ] VNQI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:05.556510] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VNQI.txt
[2025-12-04T20:48:05.556642] [INFO ] [sig       ] [3355/3547] Completed VNQI in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:05.556681] [INFO ] [sig       ] [3356/3547] Forecasting VOC...
[2025-12-04T20:48:05.556709] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-04T20:48:05.556737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-04T20:48:05.567803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-04T20:48:05.568081] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-04T20:48:05.568882] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-04T20:48:05.568941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:05.568977] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:05.569007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:05.569072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:05.624657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:05.625240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:05.625311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:05.625341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:05.742346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:05.742477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:05.742514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:05.742541] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:05.745781] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-04T20:48:05.746042] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-04T20:48:05.746157] [INFO ] [sig       ] VOC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:05.886406] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VOC.txt
[2025-12-04T20:48:05.886520] [INFO ] [sig       ] [3356/3547] Completed VOC in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:05.886562] [INFO ] [sig       ] [3357/3547] Forecasting VOD...
[2025-12-04T20:48:05.886607] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-04T20:48:05.886636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-04T20:48:05.898119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-04T20:48:05.898401] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-04T20:48:05.899166] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-04T20:48:05.899215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:05.899245] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:05.899270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:05.899324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:05.954811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:05.955470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:05.955554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:05.955606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:06.070445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:06.070595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:06.070634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:06.070661] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:06.073954] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-04T20:48:06.074213] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-04T20:48:06.074328] [INFO ] [sig       ] VOD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:06.209485] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VOD.txt
[2025-12-04T20:48:06.209612] [INFO ] [sig       ] [3357/3547] Completed VOD in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:06.209650] [INFO ] [sig       ] [3358/3547] Forecasting VONE...
[2025-12-04T20:48:06.209677] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-04T20:48:06.209706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-04T20:48:06.220707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-04T20:48:06.220981] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-04T20:48:06.221741] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-04T20:48:06.221789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:06.221819] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:06.221844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:06.221897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:06.279330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:06.279959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:06.280057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:06.280088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:06.401450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:06.401564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:06.401615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:06.401698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:06.404836] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-04T20:48:06.405093] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-04T20:48:06.405211] [INFO ] [sig       ] VONE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:06.546113] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VONE.txt
[2025-12-04T20:48:06.546221] [INFO ] [sig       ] [3358/3547] Completed VONE in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:06.546257] [INFO ] [sig       ] [3359/3547] Forecasting VONG...
[2025-12-04T20:48:06.546284] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-04T20:48:06.546320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-04T20:48:06.558116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-04T20:48:06.558424] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-04T20:48:06.559202] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-04T20:48:06.559252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:06.559283] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:06.559310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:06.559366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:06.615924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:06.616527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:06.616618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:06.616652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:06.739013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:06.739135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:06.739172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:06.739198] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:06.742427] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-04T20:48:06.742703] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-04T20:48:06.742821] [INFO ] [sig       ] VONG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:06.880291] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VONG.txt
[2025-12-04T20:48:06.880408] [INFO ] [sig       ] [3359/3547] Completed VONG in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:06.880444] [INFO ] [sig       ] [3360/3547] Forecasting VOTE...
[2025-12-04T20:48:06.880473] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-04T20:48:06.880502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-04T20:48:06.890935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-04T20:48:06.891195] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-04T20:48:06.891968] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-04T20:48:06.892028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:06.892065] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:06.892096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:06.892153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:06.947849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:06.948517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:06.948612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:06.948646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:07.071421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:07.071592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:07.071642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:07.071674] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:07.075144] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-12-04T20:48:07.075419] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-04T20:48:07.075546] [INFO ] [sig       ] VOTE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:07.218613] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VOTE.txt
[2025-12-04T20:48:07.218736] [INFO ] [sig       ] [3360/3547] Completed VOTE in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:07.218774] [INFO ] [sig       ] [3361/3547] Forecasting VPG...
[2025-12-04T20:48:07.218803] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-04T20:48:07.218833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-04T20:48:07.229635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-04T20:48:07.229910] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-04T20:48:07.230716] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-04T20:48:07.230767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:07.230800] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:07.230828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:07.230885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:07.288401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:07.289316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:07.289400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:07.289433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:07.406303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:07.406447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:07.406485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:07.406512] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:07.409834] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-04T20:48:07.410092] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-04T20:48:07.410206] [INFO ] [sig       ] VPG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:07.554042] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VPG.txt
[2025-12-04T20:48:07.554157] [INFO ] [sig       ] [3361/3547] Completed VPG in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:07.554192] [INFO ] [sig       ] [3362/3547] Forecasting VPLS...
[2025-12-04T20:48:07.554219] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-04T20:48:07.554246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-04T20:48:07.564782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-04T20:48:07.565076] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-04T20:48:07.566027] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-04T20:48:07.566076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:07.566106] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:07.566131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:07.566185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:07.623935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:07.624597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:07.624676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:07.624708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:07.744280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:07.744412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:07.744449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:07.744475] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:07.747892] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-04T20:48:07.748159] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-04T20:48:07.751277] [INFO ] [sig       ] VPLS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:07.893848] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VPLS.txt
[2025-12-04T20:48:07.893990] [INFO ] [sig       ] [3362/3547] Completed VPLS in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-04T20:48:07.894028] [INFO ] [sig       ] [3363/3547] Forecasting VRA...
[2025-12-04T20:48:07.894058] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-04T20:48:07.894091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-04T20:48:07.905888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-04T20:48:07.906187] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-04T20:48:07.907018] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-04T20:48:07.907070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:07.907100] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:07.907126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:07.907180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:07.966233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:07.967048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:07.967131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:07.967162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:08.085587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:08.085740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:08.085780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:08.085808] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:08.089290] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-04T20:48:08.089658] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-04T20:48:08.089789] [INFO ] [sig       ] VRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:08.229879] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VRA.txt
[2025-12-04T20:48:08.230014] [INFO ] [sig       ] [3363/3547] Completed VRA in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:08.230052] [INFO ] [sig       ] [3364/3547] Forecasting VRCA...
[2025-12-04T20:48:08.230080] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-04T20:48:08.230110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-04T20:48:08.241512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-04T20:48:08.241816] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-04T20:48:08.242601] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-04T20:48:08.242651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:08.242682] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:08.242707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:08.242762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:08.300081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:08.300765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:08.300846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:08.300888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:08.421605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:08.421759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:08.421799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:08.421827] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:08.425157] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-04T20:48:08.425425] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-04T20:48:08.425543] [INFO ] [sig       ] VRCA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:08.564352] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VRCA.txt
[2025-12-04T20:48:08.564491] [INFO ] [sig       ] [3364/3547] Completed VRCA in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:08.564528] [INFO ] [sig       ] [3365/3547] Forecasting VRDN...
[2025-12-04T20:48:08.564555] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-04T20:48:08.564600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-04T20:48:08.576173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-04T20:48:08.576467] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-04T20:48:08.577235] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-04T20:48:08.577284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:08.577313] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:08.577340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:08.577393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:08.633602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:08.634306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:08.634424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:08.634458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:08.754229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:08.754383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:08.754422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:08.754451] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:08.757835] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-04T20:48:08.758108] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-04T20:48:08.758227] [INFO ] [sig       ] VRDN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:08.899863] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VRDN.txt
[2025-12-04T20:48:08.900007] [INFO ] [sig       ] [3365/3547] Completed VRDN in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:08.900045] [INFO ] [sig       ] [3366/3547] Forecasting VRE...
[2025-12-04T20:48:08.900078] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-04T20:48:08.900105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-04T20:48:08.911686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-04T20:48:08.911965] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-04T20:48:08.912727] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-04T20:48:08.912775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:08.912806] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:08.912832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:08.912886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:08.969600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:08.970377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:08.970454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:08.970484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:09.088766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:09.088926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:09.088965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:09.088991] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:09.092299] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-12-04T20:48:09.092561] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-04T20:48:09.092699] [INFO ] [sig       ] VRE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:09.230008] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VRE.txt
[2025-12-04T20:48:09.230161] [INFO ] [sig       ] [3366/3547] Completed VRE in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:09.230200] [INFO ] [sig       ] [3367/3547] Forecasting VREX...
[2025-12-04T20:48:09.230229] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-04T20:48:09.230258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-04T20:48:09.241897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-04T20:48:09.242236] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-04T20:48:09.243019] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-04T20:48:09.243068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:09.243097] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:09.243122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:09.243175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:09.298363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:09.299049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:09.299128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:09.299159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:09.415987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:09.416129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:09.416168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:09.416195] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:09.419635] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-12-04T20:48:09.419913] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-04T20:48:09.420043] [INFO ] [sig       ] VREX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:09.556217] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VREX.txt
[2025-12-04T20:48:09.556332] [INFO ] [sig       ] [3367/3547] Completed VREX in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:09.556367] [INFO ] [sig       ] [3368/3547] Forecasting VRIG...
[2025-12-04T20:48:09.556396] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-04T20:48:09.556424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-04T20:48:09.568011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-04T20:48:09.568430] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-04T20:48:09.569230] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-04T20:48:09.569292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:09.569323] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:09.569347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:09.569399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:09.628465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:09.629458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:09.629555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:09.629608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:09.726597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:09.726780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:09.726818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:09.726846] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:09.730351] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-04T20:48:09.730647] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-04T20:48:09.730771] [INFO ] [sig       ] VRIG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:09.868858] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VRIG.txt
[2025-12-04T20:48:09.869046] [INFO ] [sig       ] [3368/3547] Completed VRIG in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:09.869084] [INFO ] [sig       ] [3369/3547] Forecasting VRNS...
[2025-12-04T20:48:09.869114] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-04T20:48:09.869143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-04T20:48:09.880115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-04T20:48:09.880464] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-04T20:48:09.881229] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-04T20:48:09.881278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:09.881308] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:09.881334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:09.881389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:09.936624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:09.937488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:09.937569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:09.937632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:10.076375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:10.076677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:10.076731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:10.076760] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:10.080894] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-04T20:48:10.081278] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-04T20:48:10.081452] [INFO ] [sig       ] VRNS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:10.228119] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VRNS.txt
[2025-12-04T20:48:10.228350] [INFO ] [sig       ] [3369/3547] Completed VRNS in 0.4s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:10.228395] [INFO ] [sig       ] [3370/3547] Forecasting VRRM...
[2025-12-04T20:48:10.228425] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-04T20:48:10.228455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-04T20:48:10.241705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-04T20:48:10.242215] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-04T20:48:10.243172] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-04T20:48:10.243224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:10.243257] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:10.243282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:10.243338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:10.305298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:10.306537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:10.306701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:10.306740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:10.436788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:10.437072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:10.437130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:10.437164] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:10.441536] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=35.86%)
[2025-12-04T20:48:10.441924] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-04T20:48:10.442089] [INFO ] [sig       ] VRRM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:10.583520] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VRRM.txt
[2025-12-04T20:48:10.583737] [INFO ] [sig       ] [3370/3547] Completed VRRM in 0.4s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:10.583779] [INFO ] [sig       ] [3371/3547] Forecasting VRSK...
[2025-12-04T20:48:10.583809] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-04T20:48:10.583839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-04T20:48:10.597250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-04T20:48:10.597763] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-04T20:48:10.598760] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-04T20:48:10.598843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:10.598880] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:10.598906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:10.598964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:10.668855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:10.670034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:10.670132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:10.670165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:10.794428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:10.794665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:10.794708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:10.794737] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:10.798451] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=57.00%)
[2025-12-04T20:48:10.798752] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-04T20:48:10.798877] [INFO ] [sig       ] VRSK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:10.940159] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VRSK.txt
[2025-12-04T20:48:10.940359] [INFO ] [sig       ] [3371/3547] Completed VRSK in 0.4s | 2.93 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-04T20:48:10.940410] [INFO ] [sig       ] [3372/3547] Forecasting VRSN...
[2025-12-04T20:48:10.940443] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-04T20:48:10.940474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-04T20:48:10.953767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-04T20:48:10.954212] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-04T20:48:10.955037] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-04T20:48:10.955094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:10.955161] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:10.955188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:10.955243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:11.012013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:11.012837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:11.012920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:11.012951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:11.141141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:11.141297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:11.141337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:11.141364] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:11.144686] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-04T20:48:11.144949] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-04T20:48:11.145069] [INFO ] [sig       ] VRSN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:11.279481] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VRSN.txt
[2025-12-04T20:48:11.279627] [INFO ] [sig       ] [3372/3547] Completed VRSN in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 59.8s
[2025-12-04T20:48:11.279666] [INFO ] [sig       ] [3373/3547] Forecasting VRTS...
[2025-12-04T20:48:11.279694] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-04T20:48:11.279722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-04T20:48:11.290763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-04T20:48:11.291073] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-04T20:48:11.291860] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-04T20:48:11.291909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:11.291939] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:11.291964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:11.292018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:11.346558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:11.347192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:11.347269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:11.347299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:11.465844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:11.466000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:11.466039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:11.466065] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:11.469325] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-04T20:48:11.469618] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-04T20:48:11.469738] [INFO ] [sig       ] VRTS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:11.611783] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VRTS.txt
[2025-12-04T20:48:11.611917] [INFO ] [sig       ] [3373/3547] Completed VRTS in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 59.4s
[2025-12-04T20:48:11.611955] [INFO ] [sig       ] [3374/3547] Forecasting VRTX...
[2025-12-04T20:48:11.611982] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-04T20:48:11.612013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-04T20:48:11.623745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-04T20:48:11.624048] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-04T20:48:11.624819] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-04T20:48:11.624868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:11.624899] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:11.624925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:11.624980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:11.683052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:11.683798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:11.683891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:11.683925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:11.804609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:11.804771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:11.804810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:11.804837] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:11.808522] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-04T20:48:11.808810] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-04T20:48:11.808933] [INFO ] [sig       ] VRTX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:11.950639] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VRTX.txt
[2025-12-04T20:48:11.950774] [INFO ] [sig       ] [3374/3547] Completed VRTX in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 59.1s
[2025-12-04T20:48:11.950811] [INFO ] [sig       ] [3375/3547] Forecasting VS...
[2025-12-04T20:48:11.950839] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-04T20:48:11.950869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-04T20:48:11.961431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-04T20:48:11.961732] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-04T20:48:11.962475] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-04T20:48:11.962524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:11.962554] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:11.962600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:11.962656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:12.019272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:12.020068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:12.020151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:12.020181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:12.128129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:12.128305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:12.128362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:12.128421] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:12.131764] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-12-04T20:48:12.132032] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-04T20:48:12.132151] [INFO ] [sig       ] VS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:12.267097] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VS.txt
[2025-12-04T20:48:12.267227] [INFO ] [sig       ] [3375/3547] Completed VS in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 58.8s
[2025-12-04T20:48:12.267264] [INFO ] [sig       ] [3376/3547] Forecasting VSCO...
[2025-12-04T20:48:12.267291] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-04T20:48:12.267319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-04T20:48:12.278284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-04T20:48:12.278600] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-04T20:48:12.279350] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-04T20:48:12.279400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:12.279431] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:12.279456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:12.279510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:12.334668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:12.335327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:12.335402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:12.335433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:12.454299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:12.454478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:12.454517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:12.454545] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:12.457988] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2025-12-04T20:48:12.458273] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-04T20:48:12.458398] [INFO ] [sig       ] VSCO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:12.595697] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VSCO.txt
[2025-12-04T20:48:12.595848] [INFO ] [sig       ] [3376/3547] Completed VSCO in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 58.4s
[2025-12-04T20:48:12.595895] [INFO ] [sig       ] [3377/3547] Forecasting VSDA...
[2025-12-04T20:48:12.595925] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-04T20:48:12.595953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-04T20:48:12.606873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-04T20:48:12.607214] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-04T20:48:12.608047] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-04T20:48:12.608098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:12.608133] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:12.608162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:12.608220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:12.664703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:12.665416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:12.665497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:12.665547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:12.774234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:12.774357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:12.774395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:12.774423] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:12.777681] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-04T20:48:12.777937] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-04T20:48:12.778053] [INFO ] [sig       ] VSDA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:12.914662] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VSDA.txt
[2025-12-04T20:48:12.914780] [INFO ] [sig       ] [3377/3547] Completed VSDA in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 58.1s
[2025-12-04T20:48:12.914818] [INFO ] [sig       ] [3378/3547] Forecasting VSEC...
[2025-12-04T20:48:12.914848] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-04T20:48:12.914878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-04T20:48:12.925816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-04T20:48:12.926102] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-04T20:48:12.926907] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-04T20:48:12.926959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:12.926989] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:12.927015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:12.927072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:12.983383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:12.984006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:12.984082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:12.984114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:13.103092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:13.103229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:13.103266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:13.103292] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:13.106524] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-04T20:48:13.106796] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-04T20:48:13.106910] [INFO ] [sig       ] VSEC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:13.246032] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VSEC.txt
[2025-12-04T20:48:13.246162] [INFO ] [sig       ] [3378/3547] Completed VSEC in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 57.7s
[2025-12-04T20:48:13.246199] [INFO ] [sig       ] [3379/3547] Forecasting VSH...
[2025-12-04T20:48:13.246227] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-04T20:48:13.246254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-04T20:48:13.257539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-04T20:48:13.257848] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-04T20:48:13.258710] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-04T20:48:13.258761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:13.258803] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:13.258830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:13.258886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:13.314728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:13.315307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:13.315394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:13.315425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:13.434480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:13.434611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:13.434649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:13.434676] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:13.437793] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-04T20:48:13.438048] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-04T20:48:13.438166] [INFO ] [sig       ] VSH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:13.573653] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VSH.txt
[2025-12-04T20:48:13.573764] [INFO ] [sig       ] [3379/3547] Completed VSH in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 57.4s
[2025-12-04T20:48:13.573799] [INFO ] [sig       ] [3380/3547] Forecasting VSTM...
[2025-12-04T20:48:13.573827] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-04T20:48:13.573853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-04T20:48:13.584906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-04T20:48:13.585193] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-04T20:48:13.586000] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-04T20:48:13.586050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:13.586086] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:13.586115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:13.586180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:13.641889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:13.642484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:13.642559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:13.642607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:13.761604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:13.761725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:13.761760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:13.761786] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:13.764946] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-04T20:48:13.765207] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-04T20:48:13.765323] [INFO ] [sig       ] VSTM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:13.901007] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VSTM.txt
[2025-12-04T20:48:13.901132] [INFO ] [sig       ] [3380/3547] Completed VSTM in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 57.1s
[2025-12-04T20:48:13.901169] [INFO ] [sig       ] [3381/3547] Forecasting VSTS...
[2025-12-04T20:48:13.901199] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-04T20:48:13.901227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-04T20:48:13.912372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-04T20:48:13.912683] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-04T20:48:13.913440] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-04T20:48:13.913491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:13.913521] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:13.913547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:13.913622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:13.970378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:13.971032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:13.971107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:13.971139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:14.092486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:14.092625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:14.092668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:14.092695] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:14.096020] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=43.13%)
[2025-12-04T20:48:14.096288] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-04T20:48:14.096408] [INFO ] [sig       ] VSTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:14.239715] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VSTS.txt
[2025-12-04T20:48:14.239861] [INFO ] [sig       ] [3381/3547] Completed VSTS in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 56.7s
[2025-12-04T20:48:14.239899] [INFO ] [sig       ] [3382/3547] Forecasting VTC...
[2025-12-04T20:48:14.239927] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-04T20:48:14.239956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-04T20:48:14.251042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-04T20:48:14.251294] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-04T20:48:14.252117] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-04T20:48:14.252171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:14.252200] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:14.252226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:14.252280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:14.310455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:14.311177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:14.311300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:14.311334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:14.429153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:14.429311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:14.429350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:14.429377] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:14.432654] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-04T20:48:14.432909] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-04T20:48:14.433024] [INFO ] [sig       ] VTC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:14.571894] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VTC.txt
[2025-12-04T20:48:14.572024] [INFO ] [sig       ] [3382/3547] Completed VTC in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 56.4s
[2025-12-04T20:48:14.572067] [INFO ] [sig       ] [3383/3547] Forecasting VTEX...
[2025-12-04T20:48:14.572097] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-04T20:48:14.572125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-04T20:48:14.582809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-04T20:48:14.583059] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-04T20:48:14.583842] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-04T20:48:14.583892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:14.583921] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:14.583947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:14.584002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:14.641482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:14.642091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:14.642167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:14.642202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:14.761192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:14.761363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:14.761420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:14.761462] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:14.765847] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=40.50%)
[2025-12-04T20:48:14.766152] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-04T20:48:14.766284] [INFO ] [sig       ] VTEX: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:14.911682] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTEX.txt
[2025-12-04T20:48:14.911848] [INFO ] [sig       ] [3383/3547] Completed VTEX in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 56.0s
[2025-12-04T20:48:14.911888] [INFO ] [sig       ] [3384/3547] Forecasting VTGN...
[2025-12-04T20:48:14.911917] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-04T20:48:14.911944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-04T20:48:14.923113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-04T20:48:14.923367] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-04T20:48:14.924130] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-04T20:48:14.924184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:14.924214] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:14.924240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:14.924294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:14.979964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:14.980600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:14.980674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:14.980705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:15.102725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:15.102956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:15.103002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:15.103031] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:15.107821] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-04T20:48:15.108143] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-04T20:48:15.108407] [INFO ] [sig       ] VTGN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:15.256493] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VTGN.txt
[2025-12-04T20:48:15.256713] [INFO ] [sig       ] [3384/3547] Completed VTGN in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 55.7s
[2025-12-04T20:48:15.256753] [INFO ] [sig       ] [3385/3547] Forecasting VTIP...
[2025-12-04T20:48:15.256783] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-04T20:48:15.256813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-04T20:48:15.269817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-04T20:48:15.270178] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-04T20:48:15.271004] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-04T20:48:15.271054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:15.271084] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:15.271109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:15.271162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:15.329537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:15.330372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:15.330456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:15.330487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:15.452061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:15.452235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:15.452276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:15.453446] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:15.456770] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-04T20:48:15.457030] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-04T20:48:15.457147] [INFO ] [sig       ] VTIP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:15.593322] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTIP.txt
[2025-12-04T20:48:15.593514] [INFO ] [sig       ] [3385/3547] Completed VTIP in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 55.3s
[2025-12-04T20:48:15.593552] [INFO ] [sig       ] [3386/3547] Forecasting VTLE...
[2025-12-04T20:48:15.593600] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-04T20:48:15.593632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-04T20:48:15.604703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-04T20:48:15.604943] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-04T20:48:15.605705] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-04T20:48:15.605754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:15.605783] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:15.605808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:15.605863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:15.662188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:15.662853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:15.662930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:15.662960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:15.780423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:15.780601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:15.780642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:15.780685] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:15.783931] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=42.28%)
[2025-12-04T20:48:15.784187] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-04T20:48:15.784305] [INFO ] [sig       ] VTLE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:15.920198] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTLE.txt
[2025-12-04T20:48:15.920334] [INFO ] [sig       ] [3386/3547] Completed VTLE in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 55.0s
[2025-12-04T20:48:15.920369] [INFO ] [sig       ] [3387/3547] Forecasting VTMX...
[2025-12-04T20:48:15.920397] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-04T20:48:15.920425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-04T20:48:15.932452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-04T20:48:15.932850] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-04T20:48:15.933684] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-04T20:48:15.933740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:15.933773] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:15.933800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:15.933856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:15.991527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:15.992197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:15.992279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:15.992311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:16.114191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:16.114350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:16.114393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:16.114421] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:16.117852] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-04T20:48:16.118127] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-04T20:48:16.118270] [INFO ] [sig       ] VTMX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:16.264318] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VTMX.txt
[2025-12-04T20:48:16.264450] [INFO ] [sig       ] [3387/3547] Completed VTMX in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 54.7s
[2025-12-04T20:48:16.264489] [INFO ] [sig       ] [3388/3547] Forecasting VTN...
[2025-12-04T20:48:16.264520] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-04T20:48:16.264551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-04T20:48:16.276526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-04T20:48:16.276876] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-04T20:48:16.277682] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-04T20:48:16.277730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:16.277761] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:16.277786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:16.277839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:16.333026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:16.333690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:16.333783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:16.333814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:16.446443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:16.446626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:16.446670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:16.446698] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:16.450119] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-12-04T20:48:16.450424] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-04T20:48:16.450545] [INFO ] [sig       ] VTN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:16.587105] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VTN.txt
[2025-12-04T20:48:16.587275] [INFO ] [sig       ] [3388/3547] Completed VTN in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 54.3s
[2025-12-04T20:48:16.587313] [INFO ] [sig       ] [3389/3547] Forecasting VTOL...
[2025-12-04T20:48:16.587343] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-04T20:48:16.587370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-04T20:48:16.598270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-04T20:48:16.598554] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-04T20:48:16.599330] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-04T20:48:16.599378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:16.599436] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:16.599462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:16.599516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:16.654697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:16.655499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:16.655610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:16.655652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:16.770397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:16.770556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:16.770613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:16.770641] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:16.773918] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-12-04T20:48:16.774182] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-04T20:48:16.774297] [INFO ] [sig       ] VTOL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:16.909880] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTOL.txt
[2025-12-04T20:48:16.910010] [INFO ] [sig       ] [3389/3547] Completed VTOL in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 54.0s
[2025-12-04T20:48:16.910047] [INFO ] [sig       ] [3390/3547] Forecasting VTRS...
[2025-12-04T20:48:16.910075] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-04T20:48:16.910102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-04T20:48:16.920655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-04T20:48:16.920921] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-04T20:48:16.921691] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-04T20:48:16.921740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:16.921781] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:16.921807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:16.921860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:16.977723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:16.978321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:16.978396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:16.978426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:17.100089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:17.100252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:17.100298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:17.100331] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:17.103670] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-12-04T20:48:17.103934] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-04T20:48:17.104052] [INFO ] [sig       ] VTRS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:17.241067] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTRS.txt
[2025-12-04T20:48:17.241218] [INFO ] [sig       ] [3390/3547] Completed VTRS in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 53.6s
[2025-12-04T20:48:17.241256] [INFO ] [sig       ] [3391/3547] Forecasting VTS...
[2025-12-04T20:48:17.241285] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-04T20:48:17.241313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-04T20:48:17.252825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-04T20:48:17.253127] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-04T20:48:17.253892] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-04T20:48:17.253941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:17.253972] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:17.253997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:17.254050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:17.309255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:17.309900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:17.309973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:17.310004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:17.425212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:17.425349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:17.425386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:17.425413] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:17.428634] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=43.24%)
[2025-12-04T20:48:17.428896] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-04T20:48:17.429010] [INFO ] [sig       ] VTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:17.565661] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTS.txt
[2025-12-04T20:48:17.565796] [INFO ] [sig       ] [3391/3547] Completed VTS in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 53.3s
[2025-12-04T20:48:17.565833] [INFO ] [sig       ] [3392/3547] Forecasting VTSI...
[2025-12-04T20:48:17.565860] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-04T20:48:17.565888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-04T20:48:17.576793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-04T20:48:17.577055] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-04T20:48:17.577817] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-04T20:48:17.577866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:17.577895] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:17.577920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:17.577974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:17.633846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:17.634698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:17.634776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:17.634806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:17.752847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:17.752998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:17.753036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:17.753094] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:17.756337] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-04T20:48:17.756608] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-04T20:48:17.756726] [INFO ] [sig       ] VTSI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:17.896552] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VTSI.txt
[2025-12-04T20:48:17.896708] [INFO ] [sig       ] [3392/3547] Completed VTSI in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 52.9s
[2025-12-04T20:48:17.896752] [INFO ] [sig       ] [3393/3547] Forecasting VTWG...
[2025-12-04T20:48:17.896781] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-04T20:48:17.896809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-04T20:48:17.908820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-04T20:48:17.909181] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-04T20:48:17.910031] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-04T20:48:17.910084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:17.910115] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:17.910141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:17.910200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:17.966046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:17.966809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:17.966892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:17.966923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:18.085348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:18.085488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:18.085525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:18.085552] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:18.088828] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-04T20:48:18.089091] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-04T20:48:18.089210] [INFO ] [sig       ] VTWG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:18.224562] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTWG.txt
[2025-12-04T20:48:18.224706] [INFO ] [sig       ] [3393/3547] Completed VTWG in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 52.6s
[2025-12-04T20:48:18.224741] [INFO ] [sig       ] [3394/3547] Forecasting VTWO...
[2025-12-04T20:48:18.224777] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-04T20:48:18.224806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-04T20:48:18.240055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-04T20:48:18.240556] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-04T20:48:18.241689] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-04T20:48:18.241752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:18.241793] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:18.241830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:18.241908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:18.304332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:18.305220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:18.305307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:18.305338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:18.422427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:18.422613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:18.422654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:18.422682] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:18.426025] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-04T20:48:18.426303] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-04T20:48:18.426429] [INFO ] [sig       ] VTWO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:18.565098] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VTWO.txt
[2025-12-04T20:48:18.565246] [INFO ] [sig       ] [3394/3547] Completed VTWO in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 52.3s
[2025-12-04T20:48:18.565283] [INFO ] [sig       ] [3395/3547] Forecasting VTYX...
[2025-12-04T20:48:18.565311] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-04T20:48:18.565340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-04T20:48:18.577089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-04T20:48:18.577435] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-04T20:48:18.578217] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-04T20:48:18.578289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:18.578321] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:18.578346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:18.578400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:18.634404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:18.635236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:18.635320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:18.635352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:18.759410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:18.759533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:18.759593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:18.759646] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:18.763110] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=65.81%)
[2025-12-04T20:48:18.763412] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-04T20:48:18.763543] [INFO ] [sig       ] VTYX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:18.903351] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VTYX.txt
[2025-12-04T20:48:18.903506] [INFO ] [sig       ] [3395/3547] Completed VTYX in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 51.9s
[2025-12-04T20:48:18.903545] [INFO ] [sig       ] [3396/3547] Forecasting VUZI...
[2025-12-04T20:48:18.903600] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-04T20:48:18.903636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-04T20:48:18.915341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-04T20:48:18.915711] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-04T20:48:18.916521] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-04T20:48:18.916599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:18.916644] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:18.916678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:18.916751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:18.977449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:18.978358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:18.978452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:18.978485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:19.099598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:19.099748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:19.099789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:19.099817] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:19.103147] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-12-04T20:48:19.103412] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-04T20:48:19.103531] [INFO ] [sig       ] VUZI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:19.241081] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VUZI.txt
[2025-12-04T20:48:19.241202] [INFO ] [sig       ] [3396/3547] Completed VUZI in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 51.6s
[2025-12-04T20:48:19.241239] [INFO ] [sig       ] [3397/3547] Forecasting VVOS...
[2025-12-04T20:48:19.241266] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-04T20:48:19.241294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-04T20:48:19.253800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-04T20:48:19.254220] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-04T20:48:19.255231] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-04T20:48:19.255291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:19.255336] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:19.255370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:19.255442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:19.313377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:19.314236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:19.314319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:19.314351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:19.429589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:19.429747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:19.429785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:19.429829] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:19.433131] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-04T20:48:19.433458] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-04T20:48:19.433600] [INFO ] [sig       ] VVOS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:19.577114] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VVOS.txt
[2025-12-04T20:48:19.577270] [INFO ] [sig       ] [3397/3547] Completed VVOS in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 51.2s
[2025-12-04T20:48:19.577312] [INFO ] [sig       ] [3398/3547] Forecasting VVX...
[2025-12-04T20:48:19.577339] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-04T20:48:19.577367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-04T20:48:19.589952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-04T20:48:19.590247] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-04T20:48:19.591072] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-04T20:48:19.591123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:19.591154] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:19.591180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:19.591236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:19.649743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:19.650510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:19.650605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:19.650641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:19.772377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:19.772530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:19.772586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:19.772617] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:19.775951] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=71.78%)
[2025-12-04T20:48:19.776248] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-04T20:48:19.776397] [INFO ] [sig       ] VVX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:19.920786] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VVX.txt
[2025-12-04T20:48:19.920940] [INFO ] [sig       ] [3398/3547] Completed VVX in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 50.9s
[2025-12-04T20:48:19.920980] [INFO ] [sig       ] [3399/3547] Forecasting VWOB...
[2025-12-04T20:48:19.921010] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-04T20:48:19.921039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-04T20:48:19.932674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-04T20:48:19.933040] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-04T20:48:19.933806] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-04T20:48:19.933856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:19.933886] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:19.933911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:19.933965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:19.989413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:19.990208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:19.990319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:19.990365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:20.117359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:20.117512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:20.117550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:20.117597] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:20.121063] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-04T20:48:20.121330] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-04T20:48:20.121450] [INFO ] [sig       ] VWOB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:20.262172] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VWOB.txt
[2025-12-04T20:48:20.262302] [INFO ] [sig       ] [3399/3547] Completed VWOB in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 50.6s
[2025-12-04T20:48:20.262339] [INFO ] [sig       ] [3400/3547] Forecasting VXUS...
[2025-12-04T20:48:20.262368] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-04T20:48:20.262397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-04T20:48:20.274135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-04T20:48:20.274438] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-04T20:48:20.275235] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-04T20:48:20.275284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:20.275315] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:20.275340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:20.275394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:20.332119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:20.332808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:20.332886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:20.332917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:20.461071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:20.461225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:20.461266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:20.461293] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:20.464742] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=49.06%)
[2025-12-04T20:48:20.465013] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-04T20:48:20.465151] [INFO ] [sig       ] VXUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:20.610632] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VXUS.txt
[2025-12-04T20:48:20.610760] [INFO ] [sig       ] [3400/3547] Completed VXUS in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 50.2s
[2025-12-04T20:48:20.610797] [INFO ] [sig       ] [3401/3547] Forecasting VYMI...
[2025-12-04T20:48:20.610826] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-04T20:48:20.610855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-04T20:48:20.624706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-04T20:48:20.625125] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-04T20:48:20.626135] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-04T20:48:20.626198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:20.626243] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:20.626297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:20.626385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:20.689513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:20.690369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:20.690449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:20.690480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:20.816643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:20.816791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:20.816829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:20.816856] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:20.820176] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=27.51%)
[2025-12-04T20:48:20.820434] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-04T20:48:20.820549] [INFO ] [sig       ] VYMI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:20.958040] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/VYMI.txt
[2025-12-04T20:48:20.958193] [INFO ] [sig       ] [3401/3547] Completed VYMI in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 49.9s
[2025-12-04T20:48:20.958232] [INFO ] [sig       ] [3402/3547] Forecasting VYX...
[2025-12-04T20:48:20.958283] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-04T20:48:20.958315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-04T20:48:20.970176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-04T20:48:20.970491] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-04T20:48:20.971254] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-04T20:48:20.971305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:20.971337] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:20.971363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:20.971417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:21.025759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:21.026351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:21.026427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:21.026458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:21.144388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:21.144531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:21.144585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:21.144616] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:21.147850] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=76.70%)
[2025-12-04T20:48:21.148105] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-04T20:48:21.148218] [INFO ] [sig       ] VYX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:21.284073] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VYX.txt
[2025-12-04T20:48:21.284216] [INFO ] [sig       ] [3402/3547] Completed VYX in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 49.5s
[2025-12-04T20:48:21.284252] [INFO ] [sig       ] [3403/3547] Forecasting VZ...
[2025-12-04T20:48:21.284279] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-04T20:48:21.284308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-04T20:48:21.296177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-04T20:48:21.296515] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-04T20:48:21.297349] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-04T20:48:21.297401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:21.297433] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:21.297458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:21.297513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:21.354303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:21.354986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:21.355064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:21.355096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:21.475931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:21.476081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:21.476122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:21.476150] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:21.479530] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-04T20:48:21.479814] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-04T20:48:21.479939] [INFO ] [sig       ] VZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:21.618430] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/VZ.txt
[2025-12-04T20:48:21.618558] [INFO ] [sig       ] [3403/3547] Completed VZ in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 49.2s
[2025-12-04T20:48:21.618611] [INFO ] [sig       ] [3404/3547] Forecasting WAB...
[2025-12-04T20:48:21.618640] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-04T20:48:21.618668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-04T20:48:21.631087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-04T20:48:21.631405] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-04T20:48:21.632203] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-04T20:48:21.632252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:21.632283] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:21.632313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:21.632378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:21.688109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:21.688738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:21.688812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:21.688843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:21.807215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:21.807312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:21.807351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:21.807377] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:21.810937] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2025-12-04T20:48:21.811194] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-04T20:48:21.811311] [INFO ] [sig       ] WAB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:21.991838] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WAB.txt
[2025-12-04T20:48:21.991970] [INFO ] [sig       ] [3404/3547] Completed WAB in 0.4s | 2.93 sym/s | Total: 19.4m | ETA: 48.8s
[2025-12-04T20:48:21.992007] [INFO ] [sig       ] [3405/3547] Forecasting WABC...
[2025-12-04T20:48:21.992035] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-04T20:48:21.992063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-04T20:48:22.003270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-04T20:48:22.003552] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-04T20:48:22.004421] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-04T20:48:22.004479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:22.004511] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:22.004537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:22.004611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:22.062004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:22.062668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:22.062745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:22.062777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:22.178445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:22.178592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:22.178632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:22.178659] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:22.181855] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=19.02%)
[2025-12-04T20:48:22.182112] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-04T20:48:22.182227] [INFO ] [sig       ] WABC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:22.318535] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WABC.txt
[2025-12-04T20:48:22.318666] [INFO ] [sig       ] [3405/3547] Completed WABC in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 48.5s
[2025-12-04T20:48:22.318704] [INFO ] [sig       ] [3406/3547] Forecasting WAFD...
[2025-12-04T20:48:22.318731] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-04T20:48:22.318758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-04T20:48:22.329669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-04T20:48:22.329967] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-04T20:48:22.330748] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-04T20:48:22.330796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:22.330851] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:22.330879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:22.330937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:22.387493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:22.388100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:22.388175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:22.388206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:22.505915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:22.506049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:22.506085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:22.506112] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:22.509325] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-12-04T20:48:22.509631] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-04T20:48:22.509745] [INFO ] [sig       ] WAFD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:22.646420] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WAFD.txt
[2025-12-04T20:48:22.646605] [INFO ] [sig       ] [3406/3547] Completed WAFD in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 48.2s
[2025-12-04T20:48:22.646645] [INFO ] [sig       ] [3407/3547] Forecasting WAFDP...
[2025-12-04T20:48:22.646674] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-04T20:48:22.646702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-04T20:48:22.658148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-04T20:48:22.658534] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-04T20:48:22.659313] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-04T20:48:22.659378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:22.659414] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:22.659445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:22.659510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:22.716492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:22.717375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:22.717471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:22.717504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:22.825843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:22.825993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:22.826033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:22.826062] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:22.829451] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-04T20:48:22.829749] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-04T20:48:22.829868] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:22.973186] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WAFDP.txt
[2025-12-04T20:48:22.973340] [INFO ] [sig       ] [3407/3547] Completed WAFDP in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 47.8s
[2025-12-04T20:48:22.973380] [INFO ] [sig       ] [3408/3547] Forecasting WAL...
[2025-12-04T20:48:22.973412] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-04T20:48:22.973444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-04T20:48:22.985136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-04T20:48:22.985506] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-04T20:48:22.986314] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-04T20:48:22.986365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:22.986395] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:22.986420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:22.986473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:23.042855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:23.043723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:23.043813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:23.043844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:23.163265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:23.163418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:23.163457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:23.163485] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:23.166766] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-12-04T20:48:23.167023] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-04T20:48:23.167141] [INFO ] [sig       ] WAL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:23.303642] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WAL.txt
[2025-12-04T20:48:23.303760] [INFO ] [sig       ] [3408/3547] Completed WAL in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 47.5s
[2025-12-04T20:48:23.303796] [INFO ] [sig       ] [3409/3547] Forecasting WALD...
[2025-12-04T20:48:23.303824] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-04T20:48:23.303853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-04T20:48:23.315522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-04T20:48:23.315866] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-04T20:48:23.316696] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-04T20:48:23.316745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:23.316775] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:23.316799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:23.316852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:23.373944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:23.374614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:23.374692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:23.374724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:23.493937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:23.494087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:23.494126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:23.494187] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:23.497595] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-04T20:48:23.497858] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-04T20:48:23.497976] [INFO ] [sig       ] WALD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:23.638466] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WALD.txt
[2025-12-04T20:48:23.638613] [INFO ] [sig       ] [3409/3547] Completed WALD in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 47.1s
[2025-12-04T20:48:23.638652] [INFO ] [sig       ] [3410/3547] Forecasting WASH...
[2025-12-04T20:48:23.638681] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-04T20:48:23.638710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-04T20:48:23.650072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-04T20:48:23.650392] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-04T20:48:23.651197] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-04T20:48:23.651246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:23.651275] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:23.651299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:23.651353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:23.707044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:23.707675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:23.707751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:23.707782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:23.827168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:23.827329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:23.827369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:23.827401] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:23.830732] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-04T20:48:23.830989] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-04T20:48:23.831107] [INFO ] [sig       ] WASH: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:23.968766] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WASH.txt
[2025-12-04T20:48:23.968890] [INFO ] [sig       ] [3410/3547] Completed WASH in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 46.8s
[2025-12-04T20:48:23.968927] [INFO ] [sig       ] [3411/3547] Forecasting WAVE...
[2025-12-04T20:48:23.968954] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-04T20:48:23.968982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-04T20:48:23.979406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-04T20:48:23.979675] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-04T20:48:23.980447] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-04T20:48:23.980496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:23.980525] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:23.980550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:23.980622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:24.036990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:24.037611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:24.037683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:24.037714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:24.148233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:24.148350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:24.148389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:24.148416] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:24.151723] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=70.46%)
[2025-12-04T20:48:24.151979] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-04T20:48:24.152094] [INFO ] [sig       ] WAVE: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:24.290037] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WAVE.txt
[2025-12-04T20:48:24.290201] [INFO ] [sig       ] [3411/3547] Completed WAVE in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 46.5s
[2025-12-04T20:48:24.290239] [INFO ] [sig       ] [3412/3547] Forecasting WAY...
[2025-12-04T20:48:24.290266] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-04T20:48:24.290296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-04T20:48:24.304318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-04T20:48:24.304799] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-04T20:48:24.305851] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-04T20:48:24.305914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:24.305959] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:24.305999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:24.306079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:24.369369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:24.370290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:24.370375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:24.370406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:24.494230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:24.494361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:24.494401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:24.494429] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:24.497910] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-04T20:48:24.498178] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-04T20:48:24.498319] [INFO ] [sig       ] WAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:24.637290] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WAY.txt
[2025-12-04T20:48:24.637413] [INFO ] [sig       ] [3412/3547] Completed WAY in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 46.1s
[2025-12-04T20:48:24.637452] [INFO ] [sig       ] [3413/3547] Forecasting WB...
[2025-12-04T20:48:24.637490] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-04T20:48:24.637518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-04T20:48:24.648778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-04T20:48:24.649067] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-04T20:48:24.649879] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-04T20:48:24.649929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:24.649960] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:24.649985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:24.650040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:24.706948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:24.707623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:24.707700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:24.707731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:24.835670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:24.835890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:24.835936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:24.835965] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:24.839750] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-04T20:48:24.840048] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-04T20:48:24.840179] [INFO ] [sig       ] WB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:24.979675] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WB.txt
[2025-12-04T20:48:24.979926] [INFO ] [sig       ] [3413/3547] Completed WB in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 45.8s
[2025-12-04T20:48:24.979973] [INFO ] [sig       ] [3414/3547] Forecasting WBD...
[2025-12-04T20:48:24.980009] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-04T20:48:24.980043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-04T20:48:24.992779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-04T20:48:24.993196] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-04T20:48:24.994106] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-04T20:48:24.994177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:24.994209] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:24.994236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:24.994293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:25.050610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:25.051531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:25.051639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:25.051671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:25.174926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:25.175161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:25.175218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:25.175247] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:25.179096] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-04T20:48:25.179416] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-04T20:48:25.179560] [INFO ] [sig       ] WBD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:25.319735] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WBD.txt
[2025-12-04T20:48:25.319931] [INFO ] [sig       ] [3414/3547] Completed WBD in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 45.4s
[2025-12-04T20:48:25.319971] [INFO ] [sig       ] [3415/3547] Forecasting WBS...
[2025-12-04T20:48:25.320000] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-04T20:48:25.320029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-04T20:48:25.333521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-04T20:48:25.334100] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-04T20:48:25.335078] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-04T20:48:25.335131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:25.335162] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:25.335188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:25.335244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:25.391949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:25.393039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:25.393130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:25.393161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:25.520690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:25.520956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:25.521004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:25.521034] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:25.524953] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-04T20:48:25.525286] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-04T20:48:25.525428] [INFO ] [sig       ] WBS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:25.667337] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WBS.txt
[2025-12-04T20:48:25.667525] [INFO ] [sig       ] [3415/3547] Completed WBS in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 45.1s
[2025-12-04T20:48:25.667568] [INFO ] [sig       ] [3416/3547] Forecasting WBTN...
[2025-12-04T20:48:25.667621] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-04T20:48:25.667652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-04T20:48:25.681236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-04T20:48:25.681798] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-04T20:48:25.682626] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-04T20:48:25.682676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:25.682706] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:25.682731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:25.682788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:25.738105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:25.738748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:25.738854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:25.738885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:25.861715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:25.861874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:25.861914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:25.861941] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:25.865231] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-12-04T20:48:25.865495] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-04T20:48:25.865629] [INFO ] [sig       ] WBTN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:26.000746] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WBTN.txt
[2025-12-04T20:48:26.000862] [INFO ] [sig       ] [3416/3547] Completed WBTN in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 44.7s
[2025-12-04T20:48:26.000899] [INFO ] [sig       ] [3417/3547] Forecasting WBX...
[2025-12-04T20:48:26.000926] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-04T20:48:26.000954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-04T20:48:26.011963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-04T20:48:26.012251] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-04T20:48:26.013033] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-04T20:48:26.013082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:26.013112] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:26.013137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:26.013195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:26.069526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:26.070182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:26.070260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:26.070292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:26.195514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:26.195965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:26.196163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:26.196198] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:26.200357] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=80.26%)
[2025-12-04T20:48:26.200742] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-04T20:48:26.200927] [INFO ] [sig       ] WBX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:26.348328] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WBX.txt
[2025-12-04T20:48:26.348516] [INFO ] [sig       ] [3417/3547] Completed WBX in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 44.4s
[2025-12-04T20:48:26.348587] [INFO ] [sig       ] [3418/3547] Forecasting WCC...
[2025-12-04T20:48:26.348620] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-04T20:48:26.348650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-04T20:48:26.360846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-04T20:48:26.361254] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-04T20:48:26.362064] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-04T20:48:26.362115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:26.362144] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:26.362168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:26.362222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:26.417912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:26.418794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:26.418872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:26.418903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:26.542364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:26.542650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:26.542715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:26.542759] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:26.547299] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-04T20:48:26.547706] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-04T20:48:26.547860] [INFO ] [sig       ] WCC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:26.690863] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WCC.txt
[2025-12-04T20:48:26.691079] [INFO ] [sig       ] [3418/3547] Completed WCC in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 44.1s
[2025-12-04T20:48:26.691121] [INFO ] [sig       ] [3419/3547] Forecasting WCLD...
[2025-12-04T20:48:26.691149] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-04T20:48:26.691179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-04T20:48:26.704126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-04T20:48:26.704498] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-04T20:48:26.705308] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-04T20:48:26.705358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:26.705388] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:26.705413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:26.705466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:26.760375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:26.761022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:26.761101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:26.761132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:26.878822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:26.878983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:26.879022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:26.879050] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:26.882409] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-04T20:48:26.882691] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-04T20:48:26.882834] [INFO ] [sig       ] WCLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:27.020543] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WCLD.txt
[2025-12-04T20:48:27.020753] [INFO ] [sig       ] [3419/3547] Completed WCLD in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 43.7s
[2025-12-04T20:48:27.020795] [INFO ] [sig       ] [3420/3547] Forecasting WD...
[2025-12-04T20:48:27.020823] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-04T20:48:27.020850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-04T20:48:27.031743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-04T20:48:27.032031] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-04T20:48:27.032790] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-04T20:48:27.032840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:27.032881] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:27.032917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:27.032975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:27.088012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:27.088654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:27.088728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:27.088757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:27.204424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:27.204674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:27.204720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:27.204748] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:27.208653] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-04T20:48:27.208955] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-04T20:48:27.209098] [INFO ] [sig       ] WD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:27.358347] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WD.txt
[2025-12-04T20:48:27.358552] [INFO ] [sig       ] [3420/3547] Completed WD in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 43.4s
[2025-12-04T20:48:27.358615] [INFO ] [sig       ] [3421/3547] Forecasting WDAY...
[2025-12-04T20:48:27.358644] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-04T20:48:27.358675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-04T20:48:27.372143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-04T20:48:27.372665] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-04T20:48:27.373474] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-04T20:48:27.373525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:27.373556] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:27.373614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:27.373677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:27.429878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:27.430834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:27.430919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:27.430951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:27.552660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:27.552822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:27.552860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:27.552906] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:27.556393] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-04T20:48:27.556728] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-04T20:48:27.556867] [INFO ] [sig       ] WDAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:27.701758] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WDAY.txt
[2025-12-04T20:48:27.701911] [INFO ] [sig       ] [3421/3547] Completed WDAY in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 43.0s
[2025-12-04T20:48:27.701950] [INFO ] [sig       ] [3422/3547] Forecasting WDC...
[2025-12-04T20:48:27.701978] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-04T20:48:27.702006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-04T20:48:27.713805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-04T20:48:27.714192] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-04T20:48:27.714988] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-04T20:48:27.715037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:27.715067] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:27.715091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:27.715149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:27.771242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:27.772123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:27.772216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:27.772249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:27.899805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:27.900036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:27.900081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:27.900110] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:27.904082] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2025-12-04T20:48:27.904398] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-04T20:48:27.904615] [INFO ] [sig       ] WDC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:28.042391] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WDC.txt
[2025-12-04T20:48:28.042612] [INFO ] [sig       ] [3422/3547] Completed WDC in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 42.7s
[2025-12-04T20:48:28.042656] [INFO ] [sig       ] [3423/3547] Forecasting WDFC...
[2025-12-04T20:48:28.042685] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-04T20:48:28.042715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-04T20:48:28.055951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-04T20:48:28.056327] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-04T20:48:28.057205] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-04T20:48:28.057255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:28.057324] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:28.057350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:28.057406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:28.114883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:28.116071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:28.116201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:28.116235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:28.237832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:28.238049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:28.238093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:28.238123] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:28.242025] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-04T20:48:28.242322] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-04T20:48:28.242456] [INFO ] [sig       ] WDFC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:28.384332] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WDFC.txt
[2025-12-04T20:48:28.384528] [INFO ] [sig       ] [3423/3547] Completed WDFC in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 42.4s
[2025-12-04T20:48:28.384590] [INFO ] [sig       ] [3424/3547] Forecasting WDH...
[2025-12-04T20:48:28.384622] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-04T20:48:28.384653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-04T20:48:28.398386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-04T20:48:28.398855] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-04T20:48:28.399693] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-04T20:48:28.399748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:28.399779] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:28.399804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:28.399860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:28.458226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:28.459174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:28.459259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:28.459290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:28.578204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:28.578388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:28.578428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:28.578455] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:28.581972] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=37.28%)
[2025-12-04T20:48:28.582260] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-04T20:48:28.582386] [INFO ] [sig       ] WDH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:28.725927] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WDH.txt
[2025-12-04T20:48:28.726057] [INFO ] [sig       ] [3424/3547] Completed WDH in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 42.0s
[2025-12-04T20:48:28.726094] [INFO ] [sig       ] [3425/3547] Forecasting WDI...
[2025-12-04T20:48:28.726121] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-04T20:48:28.726149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-04T20:48:28.737444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-04T20:48:28.737721] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-04T20:48:28.738486] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-04T20:48:28.738537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:28.738568] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:28.738624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:28.738680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:28.795427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:28.796046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:28.796117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:28.796148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:28.913840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:28.913989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:28.914026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:28.914052] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:28.917314] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-12-04T20:48:28.917596] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-04T20:48:28.917714] [INFO ] [sig       ] WDI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:29.057452] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WDI.txt
[2025-12-04T20:48:29.057588] [INFO ] [sig       ] [3425/3547] Completed WDI in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 41.7s
[2025-12-04T20:48:29.057627] [INFO ] [sig       ] [3426/3547] Forecasting WDS...
[2025-12-04T20:48:29.057655] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-04T20:48:29.057683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-04T20:48:29.069429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-04T20:48:29.069724] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-04T20:48:29.070462] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-04T20:48:29.070521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:29.070558] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:29.070613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:29.070680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:29.126562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:29.127392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:29.127475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:29.127506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:29.244366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:29.244502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:29.244538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:29.244669] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:29.247855] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-04T20:48:29.248114] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-04T20:48:29.248227] [INFO ] [sig       ] WDS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:29.387139] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WDS.txt
[2025-12-04T20:48:29.387263] [INFO ] [sig       ] [3426/3547] Completed WDS in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 41.3s
[2025-12-04T20:48:29.387300] [INFO ] [sig       ] [3427/3547] Forecasting WEA...
[2025-12-04T20:48:29.387327] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-04T20:48:29.387355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-04T20:48:29.402778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-04T20:48:29.403385] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-04T20:48:29.404360] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-04T20:48:29.404413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:29.404443] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:29.404469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:29.404526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:29.469912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:29.470979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:29.471070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:29.471101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:29.580897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:29.581082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:29.581123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:29.581150] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:29.584604] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-12-04T20:48:29.584879] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-04T20:48:29.585007] [INFO ] [sig       ] WEA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:29.730618] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WEA.txt
[2025-12-04T20:48:29.730745] [INFO ] [sig       ] [3427/3547] Completed WEA in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 41.0s
[2025-12-04T20:48:29.730782] [INFO ] [sig       ] [3428/3547] Forecasting WEC...
[2025-12-04T20:48:29.730809] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-04T20:48:29.730837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-04T20:48:29.742504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-04T20:48:29.742798] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-04T20:48:29.743550] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-04T20:48:29.743619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:29.743650] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:29.743674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:29.743728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:29.800103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:29.800755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:29.800831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:29.800864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:29.920265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:29.920408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:29.920445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:29.920472] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:29.923767] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-04T20:48:29.924027] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-04T20:48:29.924145] [INFO ] [sig       ] WEC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:30.058500] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WEC.txt
[2025-12-04T20:48:30.058626] [INFO ] [sig       ] [3428/3547] Completed WEC in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 40.6s
[2025-12-04T20:48:30.058665] [INFO ] [sig       ] [3429/3547] Forecasting WEN...
[2025-12-04T20:48:30.058693] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-04T20:48:30.058728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-04T20:48:30.070072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-04T20:48:30.070354] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-04T20:48:30.071127] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-04T20:48:30.071177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:30.071206] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:30.071230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:30.071283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:30.126451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:30.127081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:30.127156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:30.127186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:30.244482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:30.244639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:30.244678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:30.244705] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:30.247923] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-04T20:48:30.248182] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-04T20:48:30.248323] [INFO ] [sig       ] WEN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:30.385424] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WEN.txt
[2025-12-04T20:48:30.385550] [INFO ] [sig       ] [3429/3547] Completed WEN in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 40.3s
[2025-12-04T20:48:30.385607] [INFO ] [sig       ] [3430/3547] Forecasting WERN...
[2025-12-04T20:48:30.385636] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-04T20:48:30.385664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-04T20:48:30.396675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-04T20:48:30.396941] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-04T20:48:30.397725] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-04T20:48:30.397774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:30.397803] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:30.397827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:30.397880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:30.453053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:30.453684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:30.453757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:30.453787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:30.568369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:30.568530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:30.568583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:30.568613] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:30.571965] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-12-04T20:48:30.572239] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-04T20:48:30.572362] [INFO ] [sig       ] WERN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:30.718121] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WERN.txt
[2025-12-04T20:48:30.718380] [INFO ] [sig       ] [3430/3547] Completed WERN in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 40.0s
[2025-12-04T20:48:30.718428] [INFO ] [sig       ] [3431/3547] Forecasting WES...
[2025-12-04T20:48:30.718456] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-04T20:48:30.718485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-04T20:48:30.733060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-04T20:48:30.733605] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-04T20:48:30.734428] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-04T20:48:30.734481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:30.734514] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:30.734540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:30.734618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:30.793470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:30.794373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:30.794460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:30.794493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:30.911009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:30.911175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:30.911213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:30.911240] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:30.914535] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-04T20:48:30.914814] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-04T20:48:30.914931] [INFO ] [sig       ] WES: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:31.051254] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WES.txt
[2025-12-04T20:48:31.051380] [INFO ] [sig       ] [3431/3547] Completed WES in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 39.6s
[2025-12-04T20:48:31.051418] [INFO ] [sig       ] [3432/3547] Forecasting WEX...
[2025-12-04T20:48:31.051445] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-04T20:48:31.051473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-04T20:48:31.062988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-04T20:48:31.063271] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-04T20:48:31.064068] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-04T20:48:31.064119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:31.064150] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:31.064176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:31.064231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:31.120936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:31.121560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:31.121653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:31.121684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:31.241542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:31.241710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:31.241749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:31.241777] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:31.245174] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=87.36%)
[2025-12-04T20:48:31.245455] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-04T20:48:31.245598] [INFO ] [sig       ] WEX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:31.386496] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WEX.txt
[2025-12-04T20:48:31.386643] [INFO ] [sig       ] [3432/3547] Completed WEX in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 39.3s
[2025-12-04T20:48:31.386684] [INFO ] [sig       ] [3433/3547] Forecasting WEYS...
[2025-12-04T20:48:31.386713] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-04T20:48:31.386742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-04T20:48:31.398347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-04T20:48:31.398651] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-04T20:48:31.399421] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-04T20:48:31.399473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:31.399504] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:31.399531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:31.399607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:31.456898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:31.457519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:31.457640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:31.457674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:31.569910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:31.570189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:31.570237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:31.570266] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:31.574596] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=31.18%)
[2025-12-04T20:48:31.574954] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-04T20:48:31.575138] [INFO ] [sig       ] WEYS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:31.723316] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WEYS.txt
[2025-12-04T20:48:31.723526] [INFO ] [sig       ] [3433/3547] Completed WEYS in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 38.9s
[2025-12-04T20:48:31.723607] [INFO ] [sig       ] [3434/3547] Forecasting WF...
[2025-12-04T20:48:31.723650] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-04T20:48:31.723683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-04T20:48:31.736809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-04T20:48:31.737204] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-04T20:48:31.738029] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-04T20:48:31.738082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:31.738113] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:31.738140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:31.738197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:31.795230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:31.795941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:31.796026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:31.796059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:31.915669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:31.915830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:31.915870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:31.915896] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:31.919176] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-04T20:48:31.919447] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-04T20:48:31.919591] [INFO ] [sig       ] WF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:32.061135] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WF.txt
[2025-12-04T20:48:32.061266] [INFO ] [sig       ] [3434/3547] Completed WF in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 38.6s
[2025-12-04T20:48:32.061303] [INFO ] [sig       ] [3435/3547] Forecasting WFC...
[2025-12-04T20:48:32.061330] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-04T20:48:32.061358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-04T20:48:32.072080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-04T20:48:32.072395] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-04T20:48:32.073165] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-04T20:48:32.073215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:32.073244] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:32.073269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:32.073323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:32.128749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:32.129340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:32.129416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:32.129447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:32.250372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:32.250521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:32.250558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:32.250603] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:32.253828] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-04T20:48:32.254089] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-04T20:48:32.254206] [INFO ] [sig       ] WFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:32.395617] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WFC.txt
[2025-12-04T20:48:32.395745] [INFO ] [sig       ] [3435/3547] Completed WFC in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 38.3s
[2025-12-04T20:48:32.395781] [INFO ] [sig       ] [3436/3547] Forecasting WFG...
[2025-12-04T20:48:32.395809] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-04T20:48:32.395836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-04T20:48:32.406701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-04T20:48:32.406985] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-04T20:48:32.407740] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-04T20:48:32.407790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:32.407821] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:32.407846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:32.407900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:32.465614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:32.466234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:32.466314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:32.466346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:32.590382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:32.590528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:32.590585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:32.590622] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:32.593943] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-04T20:48:32.594220] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-04T20:48:32.594344] [INFO ] [sig       ] WFG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:32.740382] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WFG.txt
[2025-12-04T20:48:32.740541] [INFO ] [sig       ] [3436/3547] Completed WFG in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 37.9s
[2025-12-04T20:48:32.740597] [INFO ] [sig       ] [3437/3547] Forecasting WFRD...
[2025-12-04T20:48:32.740628] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-04T20:48:32.740657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-04T20:48:32.751665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-04T20:48:32.751954] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-04T20:48:32.752770] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-04T20:48:32.752820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:32.752850] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:32.752875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:32.752928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:32.809786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:32.810477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:32.810558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:32.810613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:32.925275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:32.925430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:32.925469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:32.925497] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:32.928918] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-04T20:48:32.929189] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-04T20:48:32.929314] [INFO ] [sig       ] WFRD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:33.071786] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WFRD.txt
[2025-12-04T20:48:33.071921] [INFO ] [sig       ] [3437/3547] Completed WFRD in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 37.6s
[2025-12-04T20:48:33.071958] [INFO ] [sig       ] [3438/3547] Forecasting WGMI...
[2025-12-04T20:48:33.071985] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-04T20:48:33.072014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-04T20:48:33.082818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-04T20:48:33.083129] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-04T20:48:33.083893] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-04T20:48:33.083956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:33.083987] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:33.084012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:33.084071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:33.138535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:33.139196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:33.139271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:33.139302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:33.257994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:33.258148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:33.258186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:33.258212] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:33.261552] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-04T20:48:33.261838] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-04T20:48:33.261959] [INFO ] [sig       ] WGMI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:33.407149] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WGMI.txt
[2025-12-04T20:48:33.407292] [INFO ] [sig       ] [3438/3547] Completed WGMI in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 37.2s
[2025-12-04T20:48:33.407330] [INFO ] [sig       ] [3439/3547] Forecasting WGO...
[2025-12-04T20:48:33.407357] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-04T20:48:33.407385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-04T20:48:33.419323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-04T20:48:33.419739] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-04T20:48:33.420551] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-04T20:48:33.420646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:33.420688] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:33.420741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:33.420821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:33.476950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:33.477847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:33.477926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:33.477957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:33.597147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:33.597312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:33.597351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:33.597379] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:33.600819] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=27.62%)
[2025-12-04T20:48:33.601112] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-04T20:48:33.601235] [INFO ] [sig       ] WGO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:33.738439] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WGO.txt
[2025-12-04T20:48:33.738589] [INFO ] [sig       ] [3439/3547] Completed WGO in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 36.9s
[2025-12-04T20:48:33.738630] [INFO ] [sig       ] [3440/3547] Forecasting WGS...
[2025-12-04T20:48:33.738658] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-04T20:48:33.738686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-04T20:48:33.749236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-04T20:48:33.749507] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-04T20:48:33.750263] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-04T20:48:33.750312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:33.750367] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:33.750394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:33.750448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:33.805946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:33.806672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:33.806746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:33.806777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:33.928869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:33.928982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:33.929021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:33.929047] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:33.932308] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-04T20:48:33.932566] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-04T20:48:33.932700] [INFO ] [sig       ] WGS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:34.068866] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WGS.txt
[2025-12-04T20:48:34.068985] [INFO ] [sig       ] [3440/3547] Completed WGS in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 36.5s
[2025-12-04T20:48:34.069022] [INFO ] [sig       ] [3441/3547] Forecasting WH...
[2025-12-04T20:48:34.069050] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-04T20:48:34.069078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-04T20:48:34.079727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-04T20:48:34.079987] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-04T20:48:34.080752] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-04T20:48:34.080801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:34.080830] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:34.080855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:34.080909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:34.136962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:34.137644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:34.137720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:34.137751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:34.257400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:34.257546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:34.257600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:34.257632] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:34.260961] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-04T20:48:34.261217] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-04T20:48:34.261333] [INFO ] [sig       ] WH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:34.397388] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WH.txt
[2025-12-04T20:48:34.397503] [INFO ] [sig       ] [3441/3547] Completed WH in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 36.2s
[2025-12-04T20:48:34.397546] [INFO ] [sig       ] [3442/3547] Forecasting WHD...
[2025-12-04T20:48:34.397592] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-04T20:48:34.397624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-04T20:48:34.409897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-04T20:48:34.410243] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-04T20:48:34.411100] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-04T20:48:34.411152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:34.411185] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:34.411212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:34.411267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:34.469921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:34.470626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:34.470721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:34.470760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:34.591879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:34.592035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:34.592074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:34.592099] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:34.595367] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2025-12-04T20:48:34.595651] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-04T20:48:34.595768] [INFO ] [sig       ] WHD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:34.730479] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WHD.txt
[2025-12-04T20:48:34.730620] [INFO ] [sig       ] [3442/3547] Completed WHD in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 35.9s
[2025-12-04T20:48:34.730659] [INFO ] [sig       ] [3443/3547] Forecasting WHF...
[2025-12-04T20:48:34.730686] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-04T20:48:34.730715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-04T20:48:34.742488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-04T20:48:34.742826] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-04T20:48:34.743621] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-04T20:48:34.743670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:34.743699] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:34.743724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:34.743776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:34.799074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:34.800096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:34.800180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:34.800212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:34.920981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:34.921166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:34.921206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:34.921232] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:34.924594] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-04T20:48:34.924863] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-04T20:48:34.924998] [INFO ] [sig       ] WHF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:35.063441] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WHF.txt
[2025-12-04T20:48:35.063915] [INFO ] [sig       ] [3443/3547] Completed WHF in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 35.5s
[2025-12-04T20:48:35.063961] [INFO ] [sig       ] [3444/3547] Forecasting WHG...
[2025-12-04T20:48:35.063991] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-04T20:48:35.064021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-04T20:48:35.075919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-04T20:48:35.076264] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-04T20:48:35.077131] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-04T20:48:35.077180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:35.077211] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:35.077235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:35.077289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:35.132330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:35.133013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:35.133094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:35.133124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:35.236303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:35.236460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:35.236500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:35.236526] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:35.240061] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=84.49%)
[2025-12-04T20:48:35.240343] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-04T20:48:35.240469] [INFO ] [sig       ] WHG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:35.377321] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WHG.txt
[2025-12-04T20:48:35.377449] [INFO ] [sig       ] [3444/3547] Completed WHG in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 35.2s
[2025-12-04T20:48:35.377487] [INFO ] [sig       ] [3445/3547] Forecasting WIA...
[2025-12-04T20:48:35.377514] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-04T20:48:35.377542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-04T20:48:35.389114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-04T20:48:35.389460] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-04T20:48:35.390282] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-04T20:48:35.390331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:35.390361] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:35.390386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:35.390440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:35.445651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:35.446346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:35.446423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:35.446453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:35.559919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:35.560085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:35.560124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:35.560171] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:35.563619] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=76.91%)
[2025-12-04T20:48:35.563892] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-04T20:48:35.564012] [INFO ] [sig       ] WIA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:35.700529] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WIA.txt
[2025-12-04T20:48:35.700679] [INFO ] [sig       ] [3445/3547] Completed WIA in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 34.8s
[2025-12-04T20:48:35.700717] [INFO ] [sig       ] [3446/3547] Forecasting WIMI...
[2025-12-04T20:48:35.700744] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-04T20:48:35.700772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-04T20:48:35.712362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-04T20:48:35.712692] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-04T20:48:35.713448] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-04T20:48:35.713497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:35.713526] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:35.713551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:35.713637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:35.768898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:35.769568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:35.769672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:35.769709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:35.886830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:35.886991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:35.887031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:35.887058] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:35.890563] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-04T20:48:35.890886] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-04T20:48:35.891005] [INFO ] [sig       ] WIMI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:36.035601] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WIMI.txt
[2025-12-04T20:48:36.035832] [INFO ] [sig       ] [3446/3547] Completed WIMI in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 34.5s
[2025-12-04T20:48:36.035878] [INFO ] [sig       ] [3447/3547] Forecasting WINA...
[2025-12-04T20:48:36.035907] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-04T20:48:36.035938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-04T20:48:36.049109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-04T20:48:36.049644] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-04T20:48:36.050559] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-04T20:48:36.050630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:36.050664] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:36.050690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:36.050755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:36.107823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:36.108955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:36.109087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:36.109122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:36.224344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:36.224590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:36.224636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:36.224664] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:36.228385] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2025-12-04T20:48:36.228705] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-04T20:48:36.228834] [INFO ] [sig       ] WINA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:36.373928] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WINA.txt
[2025-12-04T20:48:36.374115] [INFO ] [sig       ] [3447/3547] Completed WINA in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 34.2s
[2025-12-04T20:48:36.374157] [INFO ] [sig       ] [3448/3547] Forecasting WING...
[2025-12-04T20:48:36.374186] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-04T20:48:36.374216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-04T20:48:36.387517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-04T20:48:36.387980] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-04T20:48:36.388939] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-04T20:48:36.388992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:36.389022] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:36.389048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:36.389103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:36.444024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:36.444710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:36.444790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:36.444821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:36.563888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:36.564052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:36.564090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:36.564117] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:36.567450] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-04T20:48:36.567753] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-04T20:48:36.567886] [INFO ] [sig       ] WING: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:36.714256] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WING.txt
[2025-12-04T20:48:36.714441] [INFO ] [sig       ] [3448/3547] Completed WING in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 33.8s
[2025-12-04T20:48:36.714485] [INFO ] [sig       ] [3449/3547] Forecasting WINN...
[2025-12-04T20:48:36.714512] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-04T20:48:36.714539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-04T20:48:36.726162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-04T20:48:36.726559] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-04T20:48:36.727422] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-04T20:48:36.727475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:36.727520] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:36.727547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:36.727649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:36.788288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:36.789263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:36.789350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:36.789384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:36.919719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:36.919889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:36.919929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:36.919956] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:36.923862] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-04T20:48:36.924280] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-04T20:48:36.924433] [INFO ] [sig       ] WINN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:37.120161] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WINN.txt
[2025-12-04T20:48:37.120391] [INFO ] [sig       ] [3449/3547] Completed WINN in 0.4s | 2.93 sym/s | Total: 19.6m | ETA: 33.5s
[2025-12-04T20:48:37.120453] [INFO ] [sig       ] [3450/3547] Forecasting WIX...
[2025-12-04T20:48:37.120500] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-04T20:48:37.120550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-04T20:48:37.139703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-04T20:48:37.140462] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-04T20:48:37.142170] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-04T20:48:37.142272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:37.142321] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:37.142365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:37.142459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:37.233631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:37.235127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:37.235325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:37.235380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:37.405163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:37.405421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:37.405481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:37.405519] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:37.411253] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-12-04T20:48:37.411902] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-04T20:48:37.412125] [INFO ] [sig       ] WIX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:37.636630] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WIX.txt
[2025-12-04T20:48:37.636932] [INFO ] [sig       ] [3450/3547] Completed WIX in 0.5s | 2.93 sym/s | Total: 19.6m | ETA: 33.1s
[2025-12-04T20:48:37.636984] [INFO ] [sig       ] [3451/3547] Forecasting WK...
[2025-12-04T20:48:37.637014] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-04T20:48:37.637046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-04T20:48:37.650979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-04T20:48:37.651434] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-04T20:48:37.652350] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-04T20:48:37.652404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:37.652437] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:37.652462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:37.652518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:37.712648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:37.714446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:37.714723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:37.714762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:37.849242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:37.849403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:37.849444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:37.849471] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:37.852938] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-12-04T20:48:37.853228] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-04T20:48:37.853360] [INFO ] [sig       ] WK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:37.992478] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WK.txt
[2025-12-04T20:48:37.992621] [INFO ] [sig       ] [3451/3547] Completed WK in 0.4s | 2.93 sym/s | Total: 19.6m | ETA: 32.8s
[2025-12-04T20:48:37.992660] [INFO ] [sig       ] [3452/3547] Forecasting WKC...
[2025-12-04T20:48:37.992688] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-04T20:48:37.992716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-04T20:48:38.004149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-04T20:48:38.004406] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-04T20:48:38.005178] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-04T20:48:38.005228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:38.005259] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:38.005284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:38.005338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:38.060355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:38.060952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:38.061025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:38.061056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:38.180742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:38.180907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:38.180946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:38.180972] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:38.184345] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-04T20:48:38.184653] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-04T20:48:38.184804] [INFO ] [sig       ] WKC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:38.327054] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WKC.txt
[2025-12-04T20:48:38.327275] [INFO ] [sig       ] [3452/3547] Completed WKC in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 32.4s
[2025-12-04T20:48:38.327317] [INFO ] [sig       ] [3453/3547] Forecasting WKEY...
[2025-12-04T20:48:38.327348] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-04T20:48:38.327385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-04T20:48:38.341425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-04T20:48:38.341931] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-04T20:48:38.342895] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-04T20:48:38.342946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:38.342978] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:38.343003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:38.343059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:38.399059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:38.400242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:38.400353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:38.400384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:38.529749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:38.529923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:38.529967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:38.529996] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:38.533843] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-04T20:48:38.534147] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-04T20:48:38.534286] [INFO ] [sig       ] WKEY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:38.673867] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WKEY.txt
[2025-12-04T20:48:38.674058] [INFO ] [sig       ] [3453/3547] Completed WKEY in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 32.1s
[2025-12-04T20:48:38.674097] [INFO ] [sig       ] [3454/3547] Forecasting WKSP...
[2025-12-04T20:48:38.674126] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-04T20:48:38.674155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-04T20:48:38.686236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-04T20:48:38.686658] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-04T20:48:38.687502] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-04T20:48:38.687552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:38.687612] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:38.687640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:38.687694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:38.743777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:38.744756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:38.744840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:38.744871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:38.862094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:38.862217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:38.862256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:38.862283] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:38.865712] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-04T20:48:38.865995] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-04T20:48:38.866116] [INFO ] [sig       ] WKSP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:39.005506] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WKSP.txt
[2025-12-04T20:48:39.005681] [INFO ] [sig       ] [3454/3547] Completed WKSP in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 31.8s
[2025-12-04T20:48:39.005723] [INFO ] [sig       ] [3455/3547] Forecasting WLDN...
[2025-12-04T20:48:39.005752] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-04T20:48:39.005781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-04T20:48:39.017106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-04T20:48:39.017444] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-04T20:48:39.018218] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-04T20:48:39.018292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:39.018328] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:39.018360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:39.018420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:39.074666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:39.075496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:39.075593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:39.075627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:39.202171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:39.202326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:39.202371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:39.202399] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:39.205777] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=66.98%)
[2025-12-04T20:48:39.206038] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-04T20:48:39.206153] [INFO ] [sig       ] WLDN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:39.343372] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WLDN.txt
[2025-12-04T20:48:39.343516] [INFO ] [sig       ] [3455/3547] Completed WLDN in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 31.4s
[2025-12-04T20:48:39.343553] [INFO ] [sig       ] [3456/3547] Forecasting WLDS...
[2025-12-04T20:48:39.343600] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-04T20:48:39.343632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-04T20:48:39.354972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-04T20:48:39.355292] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-04T20:48:39.356112] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-04T20:48:39.356165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:39.356208] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:39.356243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:39.356301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:39.413851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:39.414678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:39.414760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:39.414793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:39.531048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:39.531203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:39.531243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:39.531291] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:39.534685] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-12-04T20:48:39.534954] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-04T20:48:39.535073] [INFO ] [sig       ] WLDS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:39.682397] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WLDS.txt
[2025-12-04T20:48:39.682565] [INFO ] [sig       ] [3456/3547] Completed WLDS in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 31.1s
[2025-12-04T20:48:39.682631] [INFO ] [sig       ] [3457/3547] Forecasting WLFC...
[2025-12-04T20:48:39.682661] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-04T20:48:39.682691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-04T20:48:39.697280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-04T20:48:39.697762] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-04T20:48:39.698956] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-04T20:48:39.699025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:39.699103] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:39.699140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:39.699221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:39.761986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:39.762869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:39.762957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:39.762988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:39.888707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:39.888867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:39.888911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:39.888939] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:39.892367] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-04T20:48:39.892667] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-04T20:48:39.892791] [INFO ] [sig       ] WLFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:40.035450] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WLFC.txt
[2025-12-04T20:48:40.035616] [INFO ] [sig       ] [3457/3547] Completed WLFC in 0.4s | 2.93 sym/s | Total: 19.7m | ETA: 30.7s
[2025-12-04T20:48:40.035658] [INFO ] [sig       ] [3458/3547] Forecasting WLK...
[2025-12-04T20:48:40.035686] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-04T20:48:40.035714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-04T20:48:40.046600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-04T20:48:40.046899] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-04T20:48:40.047690] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-04T20:48:40.047740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:40.047772] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:40.047799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:40.047854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:40.105295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:40.106175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:40.106258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:40.106289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:40.226384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:40.226532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:40.226598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:40.226629] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:40.232876] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-04T20:48:40.233176] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-04T20:48:40.233305] [INFO ] [sig       ] WLK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:40.376118] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WLK.txt
[2025-12-04T20:48:40.376264] [INFO ] [sig       ] [3458/3547] Completed WLK in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 30.4s
[2025-12-04T20:48:40.376304] [INFO ] [sig       ] [3459/3547] Forecasting WLKP...
[2025-12-04T20:48:40.376334] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-04T20:48:40.376364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-04T20:48:40.387492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-04T20:48:40.387846] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-04T20:48:40.388667] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-04T20:48:40.388717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:40.388752] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:40.388791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:40.388852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:40.446870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:40.447671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:40.447750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:40.447782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:40.565041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:40.565200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:40.565239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:40.565266] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:40.569149] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=26.21%)
[2025-12-04T20:48:40.569496] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-04T20:48:40.569652] [INFO ] [sig       ] WLKP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:40.711748] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WLKP.txt
[2025-12-04T20:48:40.711885] [INFO ] [sig       ] [3459/3547] Completed WLKP in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 30.1s
[2025-12-04T20:48:40.711921] [INFO ] [sig       ] [3460/3547] Forecasting WMG...
[2025-12-04T20:48:40.711950] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-04T20:48:40.711979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-04T20:48:40.722778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-04T20:48:40.723078] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-04T20:48:40.723842] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-04T20:48:40.723889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:40.723919] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:40.723944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:40.724009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:40.779336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:40.780063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:40.780141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:40.780172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:40.904690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:40.904854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:40.904894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:40.904958] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:40.908440] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-12-04T20:48:40.908738] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-04T20:48:40.908891] [INFO ] [sig       ] WMG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:41.051375] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WMG.txt
[2025-12-04T20:48:41.051544] [INFO ] [sig       ] [3460/3547] Completed WMG in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 29.7s
[2025-12-04T20:48:41.051611] [INFO ] [sig       ] [3461/3547] Forecasting WMK...
[2025-12-04T20:48:41.051642] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-04T20:48:41.051679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-04T20:48:41.063280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-04T20:48:41.063640] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-04T20:48:41.064446] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-04T20:48:41.064497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:41.064527] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:41.064553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:41.064625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:41.124888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:41.125792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:41.125876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:41.125908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:41.249916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:41.250068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:41.250106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:41.250133] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:41.253423] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-04T20:48:41.253702] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-04T20:48:41.253821] [INFO ] [sig       ] WMK: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:41.388598] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WMK.txt
[2025-12-04T20:48:41.388703] [INFO ] [sig       ] [3461/3547] Completed WMK in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 29.4s
[2025-12-04T20:48:41.388742] [INFO ] [sig       ] [3462/3547] Forecasting WMS...
[2025-12-04T20:48:41.388775] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-04T20:48:41.388808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-04T20:48:41.404984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-04T20:48:41.405497] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-04T20:48:41.406615] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-04T20:48:41.406722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:41.406766] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:41.406800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:41.406874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:41.474019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:41.475068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:41.475169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:41.475202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:41.599444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:41.599619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:41.599663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:41.599692] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:41.603136] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-04T20:48:41.603413] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-04T20:48:41.603538] [INFO ] [sig       ] WMS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:41.744151] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WMS.txt
[2025-12-04T20:48:41.744306] [INFO ] [sig       ] [3462/3547] Completed WMS in 0.4s | 2.93 sym/s | Total: 19.7m | ETA: 29.0s
[2025-12-04T20:48:41.744344] [INFO ] [sig       ] [3463/3547] Forecasting WNC...
[2025-12-04T20:48:41.744376] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-04T20:48:41.744406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-04T20:48:41.758123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-04T20:48:41.758799] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-04T20:48:41.759749] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-04T20:48:41.759802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:41.759835] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:41.759860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:41.759915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:41.816783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:41.817866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:41.817960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:41.817993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:41.942806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:41.943050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:41.943117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:41.943155] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:41.947173] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-04T20:48:41.947499] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-04T20:48:41.947661] [INFO ] [sig       ] WNC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:42.092479] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WNC.txt
[2025-12-04T20:48:42.092729] [INFO ] [sig       ] [3463/3547] Completed WNC in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 28.7s
[2025-12-04T20:48:42.092776] [INFO ] [sig       ] [3464/3547] Forecasting WNEB...
[2025-12-04T20:48:42.092804] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-04T20:48:42.092833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-04T20:48:42.106829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-04T20:48:42.107371] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-04T20:48:42.108314] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-04T20:48:42.108368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:42.108400] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:42.108426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:42.108483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:42.167119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:42.168197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:42.171421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:42.171626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:42.300343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:42.300654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:42.300704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:42.300733] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:42.304760] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-04T20:48:42.305108] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-04T20:48:42.305259] [INFO ] [sig       ] WNEB: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:42.446981] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WNEB.txt
[2025-12-04T20:48:42.447175] [INFO ] [sig       ] [3464/3547] Completed WNEB in 0.4s | 2.93 sym/s | Total: 19.7m | ETA: 28.4s
[2025-12-04T20:48:42.447220] [INFO ] [sig       ] [3465/3547] Forecasting WOK...
[2025-12-04T20:48:42.447251] [INFO ] [sig       ] Generating forecast for: WOK
[2025-12-04T20:48:42.447284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-12-04T20:48:42.460510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-12-04T20:48:42.461070] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-12-04T20:48:42.462005] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-12-04T20:48:42.462061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:42.462094] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:42.462120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:42.462179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:42.521043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:42.522148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:42.522242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:42.522276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:42.632743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:42.632982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:42.633028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:42.633057] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:42.637109] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-04T20:48:42.637465] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-12-04T20:48:42.637632] [INFO ] [sig       ] WOK: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:42.779930] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WOK.txt
[2025-12-04T20:48:42.780132] [INFO ] [sig       ] [3465/3547] Completed WOK in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 28.0s
[2025-12-04T20:48:42.780183] [INFO ] [sig       ] [3466/3547] Forecasting WOOD...
[2025-12-04T20:48:42.780214] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-04T20:48:42.780246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-04T20:48:42.793687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-04T20:48:42.794242] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-04T20:48:42.795290] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-04T20:48:42.795344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:42.795377] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:42.795403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:42.795460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:42.852316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:42.853298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:42.853382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:42.853412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:42.953799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:42.953942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:42.953979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:42.954005] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:42.957319] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-04T20:48:42.957618] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-04T20:48:42.957747] [INFO ] [sig       ] WOOD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:43.096963] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WOOD.txt
[2025-12-04T20:48:43.097102] [INFO ] [sig       ] [3466/3547] Completed WOOD in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 27.7s
[2025-12-04T20:48:43.097140] [INFO ] [sig       ] [3467/3547] Forecasting WOOF...
[2025-12-04T20:48:43.097168] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-04T20:48:43.097195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-04T20:48:43.107919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-04T20:48:43.108199] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-04T20:48:43.109004] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-04T20:48:43.109054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:43.109084] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:43.109109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:43.109161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:43.166236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:43.166962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:43.167070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:43.167103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:43.286036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:43.286183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:43.286222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:43.286249] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:43.289603] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=41.51%)
[2025-12-04T20:48:43.289890] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-04T20:48:43.290014] [INFO ] [sig       ] WOOF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:43.433494] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WOOF.txt
[2025-12-04T20:48:43.433642] [INFO ] [sig       ] [3467/3547] Completed WOOF in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 27.3s
[2025-12-04T20:48:43.433683] [INFO ] [sig       ] [3468/3547] Forecasting WPC...
[2025-12-04T20:48:43.433711] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-04T20:48:43.433739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-04T20:48:43.444505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-04T20:48:43.444789] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-04T20:48:43.445541] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-04T20:48:43.445617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:43.445648] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:43.445673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:43.445726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:43.500440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:43.501075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:43.501149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:43.501180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:43.621096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:43.621250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:43.621288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:43.621315] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:43.624615] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=41.51%)
[2025-12-04T20:48:43.624875] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-04T20:48:43.624989] [INFO ] [sig       ] WPC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:43.761935] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WPC.txt
[2025-12-04T20:48:43.762059] [INFO ] [sig       ] [3468/3547] Completed WPC in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 27.0s
[2025-12-04T20:48:43.762095] [INFO ] [sig       ] [3469/3547] Forecasting WPP...
[2025-12-04T20:48:43.762123] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-04T20:48:43.762151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-04T20:48:43.774118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-04T20:48:43.774498] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-04T20:48:43.775331] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-04T20:48:43.775383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:43.775415] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:43.775441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:43.775496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:43.832968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:43.833782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:43.833868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:43.833900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:43.953318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:43.953447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:43.953502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:43.953530] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:43.956893] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-04T20:48:43.957187] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-04T20:48:43.957311] [INFO ] [sig       ] WPP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:44.103138] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WPP.txt
[2025-12-04T20:48:44.103288] [INFO ] [sig       ] [3469/3547] Completed WPP in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 26.6s
[2025-12-04T20:48:44.103326] [INFO ] [sig       ] [3470/3547] Forecasting WRAP...
[2025-12-04T20:48:44.103354] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-04T20:48:44.103382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-04T20:48:44.115097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-04T20:48:44.115469] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-04T20:48:44.116285] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-04T20:48:44.116336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:44.116369] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:44.116397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:44.116453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:44.175016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:44.175923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:44.176008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:44.176040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:44.296638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:44.296798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:44.296841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:44.296875] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:44.300645] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-12-04T20:48:44.301019] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-04T20:48:44.301167] [INFO ] [sig       ] WRAP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:44.447903] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WRAP.txt
[2025-12-04T20:48:44.448114] [INFO ] [sig       ] [3470/3547] Completed WRAP in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 26.3s
[2025-12-04T20:48:44.448163] [INFO ] [sig       ] [3471/3547] Forecasting WRB...
[2025-12-04T20:48:44.448195] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-04T20:48:44.448226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-04T20:48:44.460365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-04T20:48:44.460819] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-04T20:48:44.461771] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-04T20:48:44.461833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:44.461866] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:44.461894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:44.461953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:44.520977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:44.521978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:44.522079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:44.522113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:44.639828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:44.639992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:44.640033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:44.640060] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:44.643343] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-04T20:48:44.643622] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-04T20:48:44.643741] [INFO ] [sig       ] WRB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:44.782789] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WRB.txt
[2025-12-04T20:48:44.782921] [INFO ] [sig       ] [3471/3547] Completed WRB in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 26.0s
[2025-12-04T20:48:44.782958] [INFO ] [sig       ] [3472/3547] Forecasting WRBY...
[2025-12-04T20:48:44.782986] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-04T20:48:44.783014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-04T20:48:44.794554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-04T20:48:44.794814] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-04T20:48:44.795549] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-04T20:48:44.795616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:44.795647] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:44.795672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:44.795726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:44.850706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:44.851311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:44.851386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:44.851416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:44.969072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:44.969206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:44.969241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:44.969267] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:44.972439] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-12-04T20:48:44.972715] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-04T20:48:44.972829] [INFO ] [sig       ] WRBY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:45.107530] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WRBY.txt
[2025-12-04T20:48:45.107672] [INFO ] [sig       ] [3472/3547] Completed WRBY in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 25.6s
[2025-12-04T20:48:45.107709] [INFO ] [sig       ] [3473/3547] Forecasting WRLD...
[2025-12-04T20:48:45.107737] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-04T20:48:45.107765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-04T20:48:45.120161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-04T20:48:45.120629] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-04T20:48:45.121479] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-04T20:48:45.121533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:45.121602] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:45.121634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:45.121690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:45.180987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:45.181968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:45.182061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:45.182094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:45.297203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:45.297382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:45.297427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:45.297457] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:45.301347] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=32.27%)
[2025-12-04T20:48:45.301770] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-04T20:48:45.301926] [INFO ] [sig       ] WRLD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:45.454249] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WRLD.txt
[2025-12-04T20:48:45.454402] [INFO ] [sig       ] [3473/3547] Completed WRLD in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 25.3s
[2025-12-04T20:48:45.454441] [INFO ] [sig       ] [3474/3547] Forecasting WSBC...
[2025-12-04T20:48:45.454470] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-04T20:48:45.454500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-04T20:48:45.466214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-04T20:48:45.466605] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-04T20:48:45.467430] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-04T20:48:45.467484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:45.467542] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:45.467585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:45.467644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:45.523913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:45.524810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:45.524923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:45.524956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:45.649657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:45.649804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:45.649844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:45.649872] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:45.653196] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=64.32%)
[2025-12-04T20:48:45.653457] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-04T20:48:45.653591] [INFO ] [sig       ] WSBC: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:45.791004] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WSBC.txt
[2025-12-04T20:48:45.791130] [INFO ] [sig       ] [3474/3547] Completed WSBC in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 24.9s
[2025-12-04T20:48:45.791168] [INFO ] [sig       ] [3475/3547] Forecasting WSBF...
[2025-12-04T20:48:45.791198] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-04T20:48:45.791226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-04T20:48:45.802662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-04T20:48:45.802964] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-04T20:48:45.803776] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-04T20:48:45.803827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:45.803865] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:45.803898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:45.803965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:45.860757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:45.861490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:45.861565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:45.861615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:45.985685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:45.985786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:45.985827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:45.985866] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:45.990352] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-12-04T20:48:45.990770] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-04T20:48:45.990953] [INFO ] [sig       ] WSBF: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:46.138130] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WSBF.txt
[2025-12-04T20:48:46.138289] [INFO ] [sig       ] [3475/3547] Completed WSBF in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 24.6s
[2025-12-04T20:48:46.138338] [INFO ] [sig       ] [3476/3547] Forecasting WSC...
[2025-12-04T20:48:46.138369] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-04T20:48:46.138402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-04T20:48:46.149417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-04T20:48:46.149738] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-04T20:48:46.150500] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-04T20:48:46.150550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:46.150599] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:46.150639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:46.150716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:46.206028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:46.206769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:46.206856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:46.206893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:46.330585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:46.330722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:46.330760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:46.330787] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:46.334040] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-04T20:48:46.334302] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-04T20:48:46.334422] [INFO ] [sig       ] WSC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:46.480962] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WSC.txt
[2025-12-04T20:48:46.481127] [INFO ] [sig       ] [3476/3547] Completed WSC in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 24.3s
[2025-12-04T20:48:46.481173] [INFO ] [sig       ] [3477/3547] Forecasting WSFS...
[2025-12-04T20:48:46.481204] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-04T20:48:46.481233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-04T20:48:46.493258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-04T20:48:46.493674] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-04T20:48:46.494521] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-04T20:48:46.494602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:46.494637] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:46.494663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:46.494719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:46.553275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:46.554130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:46.554211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:46.554242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:46.670118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:46.670279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:46.670323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:46.670392] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:46.673803] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-04T20:48:46.674065] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-04T20:48:46.674183] [INFO ] [sig       ] WSFS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:46.810224] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WSFS.txt
[2025-12-04T20:48:46.810368] [INFO ] [sig       ] [3477/3547] Completed WSFS in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 23.9s
[2025-12-04T20:48:46.810406] [INFO ] [sig       ] [3478/3547] Forecasting WSM...
[2025-12-04T20:48:46.810435] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-04T20:48:46.810464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-04T20:48:46.822607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-04T20:48:46.822989] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-04T20:48:46.823854] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-04T20:48:46.823909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:46.823943] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:46.823970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:46.824026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:46.882559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:46.883437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:46.883519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:46.883552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:47.002909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:47.003062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:47.003100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:47.003127] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:47.006455] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-04T20:48:47.006756] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-04T20:48:47.006903] [INFO ] [sig       ] WSM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:47.146273] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WSM.txt
[2025-12-04T20:48:47.146425] [INFO ] [sig       ] [3478/3547] Completed WSM in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 23.6s
[2025-12-04T20:48:47.146464] [INFO ] [sig       ] [3479/3547] Forecasting WSO...
[2025-12-04T20:48:47.146492] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-04T20:48:47.146520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-04T20:48:47.158659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-04T20:48:47.159028] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-04T20:48:47.159835] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-04T20:48:47.159886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:47.159919] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:47.159948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:47.160005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:47.218569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:47.219461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:47.219541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:47.219592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:47.338553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:47.338720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:47.338759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:47.338786] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:47.342032] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-04T20:48:47.342287] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-04T20:48:47.342404] [INFO ] [sig       ] WSO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:47.486386] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WSO.txt
[2025-12-04T20:48:47.486601] [INFO ] [sig       ] [3479/3547] Completed WSO in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 23.2s
[2025-12-04T20:48:47.486661] [INFO ] [sig       ] [3480/3547] Forecasting WTBA...
[2025-12-04T20:48:47.486706] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-04T20:48:47.486748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-04T20:48:47.501276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-04T20:48:47.501701] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-04T20:48:47.502782] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-04T20:48:47.502845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:47.502894] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:47.502929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:47.503007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:47.564610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:47.565456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:47.565539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:47.565598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:47.681709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:47.681851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:47.681891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:47.681936] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:47.685150] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-04T20:48:47.685406] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-04T20:48:47.685519] [INFO ] [sig       ] WTBA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:47.824879] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WTBA.txt
[2025-12-04T20:48:47.825021] [INFO ] [sig       ] [3480/3547] Completed WTBA in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 22.9s
[2025-12-04T20:48:47.825059] [INFO ] [sig       ] [3481/3547] Forecasting WTFC...
[2025-12-04T20:48:47.825087] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-04T20:48:47.825115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-04T20:48:47.836491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-04T20:48:47.836801] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-04T20:48:47.837544] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-04T20:48:47.837614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:47.837645] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:47.837671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:47.837724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:47.892616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:47.893329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:47.893423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:47.893454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:48.012676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:48.012831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:48.012870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:48.012897] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:48.016315] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2025-12-04T20:48:48.016633] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-04T20:48:48.016765] [INFO ] [sig       ] WTFC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:48.157092] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WTFC.txt
[2025-12-04T20:48:48.157248] [INFO ] [sig       ] [3481/3547] Completed WTFC in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 22.5s
[2025-12-04T20:48:48.157287] [INFO ] [sig       ] [3482/3547] Forecasting WTI...
[2025-12-04T20:48:48.157314] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-04T20:48:48.157342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-04T20:48:48.169220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-04T20:48:48.169616] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-04T20:48:48.170382] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-04T20:48:48.170432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:48.170461] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:48.170487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:48.170541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:48.231255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:48.232130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:48.232230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:48.232263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:48.351056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:48.351171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:48.351213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:48.351242] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:48.354681] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=53.31%)
[2025-12-04T20:48:48.354974] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-04T20:48:48.355108] [INFO ] [sig       ] WTI: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:48.492564] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WTI.txt
[2025-12-04T20:48:48.492711] [INFO ] [sig       ] [3482/3547] Completed WTI in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 22.2s
[2025-12-04T20:48:48.492748] [INFO ] [sig       ] [3483/3547] Forecasting WTO...
[2025-12-04T20:48:48.492777] [INFO ] [sig       ] Generating forecast for: WTO
[2025-12-04T20:48:48.492806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-12-04T20:48:48.504442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-12-04T20:48:48.504813] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-12-04T20:48:48.505592] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-12-04T20:48:48.505642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:48.505671] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:48.505695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:48.505749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:48.561160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:48.561947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:48.562032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:48.562063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:48.663464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:48.663668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:48.663719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:48.663749] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:48.667191] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2025-12-04T20:48:48.667467] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-12-04T20:48:48.667611] [INFO ] [sig       ] WTO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:48.802969] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WTO.txt
[2025-12-04T20:48:48.803101] [INFO ] [sig       ] [3483/3547] Completed WTO in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 21.9s
[2025-12-04T20:48:48.803136] [INFO ] [sig       ] [3484/3547] Forecasting WTRG...
[2025-12-04T20:48:48.803165] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-04T20:48:48.803192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-04T20:48:48.814195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-04T20:48:48.814504] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-04T20:48:48.815296] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-04T20:48:48.815347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:48.815377] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:48.815416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:48.815474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:48.870418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:48.871168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:48.871289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:48.871334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:48.990926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:48.991043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:48.991081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:48.991108] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:48.994342] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=51.76%)
[2025-12-04T20:48:48.994629] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-04T20:48:48.994749] [INFO ] [sig       ] WTRG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:49.136012] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WTRG.txt
[2025-12-04T20:48:49.136177] [INFO ] [sig       ] [3484/3547] Completed WTRG in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 21.5s
[2025-12-04T20:48:49.136214] [INFO ] [sig       ] [3485/3547] Forecasting WTS...
[2025-12-04T20:48:49.136243] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-04T20:48:49.136272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-04T20:48:49.147896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-04T20:48:49.148317] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-04T20:48:49.149140] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-04T20:48:49.149189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:49.149219] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:49.149244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:49.149297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:49.204858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:49.205725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:49.205806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:49.205837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:49.323163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:49.323320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:49.323358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:49.323386] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:49.326644] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-04T20:48:49.326926] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-04T20:48:49.327047] [INFO ] [sig       ] WTS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:49.465848] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WTS.txt
[2025-12-04T20:48:49.465964] [INFO ] [sig       ] [3485/3547] Completed WTS in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 21.2s
[2025-12-04T20:48:49.466001] [INFO ] [sig       ] [3486/3547] Forecasting WULF...
[2025-12-04T20:48:49.466028] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-04T20:48:49.466055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-04T20:48:49.477405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-04T20:48:49.477682] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-04T20:48:49.478452] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-04T20:48:49.478500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:49.478530] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:49.478555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:49.478627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:49.534693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:49.535598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:49.535678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:49.535709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:49.667290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:49.667439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:49.667478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:49.667504] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:49.670776] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-04T20:48:49.671038] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-04T20:48:49.671154] [INFO ] [sig       ] WULF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:49.807971] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WULF.txt
[2025-12-04T20:48:49.808091] [INFO ] [sig       ] [3486/3547] Completed WULF in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 20.8s
[2025-12-04T20:48:49.808129] [INFO ] [sig       ] [3487/3547] Forecasting WVE...
[2025-12-04T20:48:49.808156] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-04T20:48:49.808183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-04T20:48:49.820188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-04T20:48:49.820621] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-04T20:48:49.821422] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-04T20:48:49.821471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:49.821502] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:49.821527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:49.821597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:49.878278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:49.879202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:49.879288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:49.879319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:50.001174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:50.001353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:50.001406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:50.001435] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:50.005337] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-12-04T20:48:50.005723] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-04T20:48:50.005863] [INFO ] [sig       ] WVE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:50.151788] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/WVE.txt
[2025-12-04T20:48:50.151999] [INFO ] [sig       ] [3487/3547] Completed WVE in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 20.5s
[2025-12-04T20:48:50.152048] [INFO ] [sig       ] [3488/3547] Forecasting WWD...
[2025-12-04T20:48:50.152087] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-04T20:48:50.152125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-04T20:48:50.163609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-04T20:48:50.163899] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-04T20:48:50.164671] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-04T20:48:50.164719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:50.164750] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:50.164775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:50.164829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:50.220450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:50.221063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:50.221135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:50.221165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:50.340043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:50.340141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:50.340176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:50.340202] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:50.343223] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-12-04T20:48:50.343476] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-04T20:48:50.343606] [INFO ] [sig       ] WWD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:50.478173] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WWD.txt
[2025-12-04T20:48:50.478289] [INFO ] [sig       ] [3488/3547] Completed WWD in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 20.2s
[2025-12-04T20:48:50.478327] [INFO ] [sig       ] [3489/3547] Forecasting WY...
[2025-12-04T20:48:50.478353] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-04T20:48:50.478380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-04T20:48:50.489509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-04T20:48:50.489786] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-04T20:48:50.490515] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-04T20:48:50.490564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:50.490624] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:50.490652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:50.490706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:50.548713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:50.549340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:50.549428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:50.549460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:50.661003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:50.661084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:50.661117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:50.661142] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:50.664070] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-04T20:48:50.664315] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-04T20:48:50.664429] [INFO ] [sig       ] WY: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:50.800050] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WY.txt
[2025-12-04T20:48:50.800160] [INFO ] [sig       ] [3489/3547] Completed WY in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 19.8s
[2025-12-04T20:48:50.800196] [INFO ] [sig       ] [3490/3547] Forecasting WYNN...
[2025-12-04T20:48:50.800223] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-04T20:48:50.800250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-04T20:48:50.812979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-04T20:48:50.813315] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-04T20:48:50.814183] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-04T20:48:50.814235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:50.814266] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:50.814292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:50.814345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:50.871255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:50.871993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:50.872077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:50.872109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:50.997094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:50.997252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:50.997291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:50.997318] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:51.000907] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-04T20:48:51.001200] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-04T20:48:51.001348] [INFO ] [sig       ] WYNN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:51.140642] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/WYNN.txt
[2025-12-04T20:48:51.140787] [INFO ] [sig       ] [3490/3547] Completed WYNN in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 19.5s
[2025-12-04T20:48:51.140826] [INFO ] [sig       ] [3491/3547] Forecasting XBIL...
[2025-12-04T20:48:51.140852] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-04T20:48:51.140879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-04T20:48:51.152346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-04T20:48:51.152636] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-04T20:48:51.153396] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-04T20:48:51.153444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:51.153502] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:51.153529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:51.153598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:51.207851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:51.208461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:51.208535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:51.208565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:51.301048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:51.301184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:51.301220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:51.301246] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:51.304457] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-04T20:48:51.304750] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-04T20:48:51.304869] [INFO ] [sig       ] XBIL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:51.442382] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/XBIL.txt
[2025-12-04T20:48:51.442540] [INFO ] [sig       ] [3491/3547] Completed XBIL in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 19.1s
[2025-12-04T20:48:51.442599] [INFO ] [sig       ] [3492/3547] Forecasting XEL...
[2025-12-04T20:48:51.442629] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-04T20:48:51.442657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-04T20:48:51.453803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-04T20:48:51.454144] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-04T20:48:51.454903] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-04T20:48:51.454951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:51.454982] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:51.455008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:51.455065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:51.512021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:51.512936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:51.513019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:51.513053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:51.636458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:51.636662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:51.636710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:51.636738] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:51.640306] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-04T20:48:51.640615] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-04T20:48:51.640748] [INFO ] [sig       ] XEL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:51.778098] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/XEL.txt
[2025-12-04T20:48:51.778256] [INFO ] [sig       ] [3492/3547] Completed XEL in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 18.8s
[2025-12-04T20:48:51.778295] [INFO ] [sig       ] [3493/3547] Forecasting XENE...
[2025-12-04T20:48:51.778323] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-04T20:48:51.778351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-04T20:48:51.791089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-04T20:48:51.791448] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-04T20:48:51.792226] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-04T20:48:51.792276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:51.792306] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:51.792330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:51.792383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:51.848120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:51.849011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:51.849097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:51.849127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:51.965556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:51.965748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:51.965787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:51.965812] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:51.969168] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-04T20:48:51.969444] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-04T20:48:51.969584] [INFO ] [sig       ] XENE: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:52.108344] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XENE.txt
[2025-12-04T20:48:52.108460] [INFO ] [sig       ] [3493/3547] Completed XENE in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 18.4s
[2025-12-04T20:48:52.108497] [INFO ] [sig       ] [3494/3547] Forecasting XERS...
[2025-12-04T20:48:52.108524] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-04T20:48:52.108552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-04T20:48:52.119304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-04T20:48:52.119558] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-04T20:48:52.120329] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-04T20:48:52.120377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:52.120406] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:52.120431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:52.120485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:52.175785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:52.176367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:52.176438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:52.176469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:52.292302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:52.292386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:52.292419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:52.292476] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:52.295468] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-12-04T20:48:52.295740] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-04T20:48:52.295856] [INFO ] [sig       ] XERS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:52.432000] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/XERS.txt
[2025-12-04T20:48:52.432123] [INFO ] [sig       ] [3494/3547] Completed XERS in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 18.1s
[2025-12-04T20:48:52.432166] [INFO ] [sig       ] [3495/3547] Forecasting XGN...
[2025-12-04T20:48:52.432199] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-04T20:48:52.432227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-04T20:48:52.443296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-04T20:48:52.443548] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-04T20:48:52.444304] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-04T20:48:52.444353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:52.444384] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:52.444409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:52.444468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:52.499244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:52.499833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:52.499905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:52.499935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:52.617081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:52.617169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:52.617202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:52.617228] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:52.620222] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2025-12-04T20:48:52.620469] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-04T20:48:52.620621] [INFO ] [sig       ] XGN: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:52.755616] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/XGN.txt
[2025-12-04T20:48:52.755723] [INFO ] [sig       ] [3495/3547] Completed XGN in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 17.8s
[2025-12-04T20:48:52.755759] [INFO ] [sig       ] [3496/3547] Forecasting XOM...
[2025-12-04T20:48:52.755786] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-04T20:48:52.755813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-04T20:48:52.767238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-04T20:48:52.767488] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-04T20:48:52.768267] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-04T20:48:52.768321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:52.768350] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:52.768375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:52.768429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:52.823084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:52.823668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:52.823742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:52.823771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:52.942463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:52.942559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:52.942610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:52.942638] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:52.945642] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-04T20:48:52.945892] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-04T20:48:52.946003] [INFO ] [sig       ] XOM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:53.083856] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XOM.txt
[2025-12-04T20:48:53.083977] [INFO ] [sig       ] [3496/3547] Completed XOM in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 17.4s
[2025-12-04T20:48:53.084015] [INFO ] [sig       ] [3497/3547] Forecasting XOMA...
[2025-12-04T20:48:53.084042] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-04T20:48:53.084071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-04T20:48:53.095026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-04T20:48:53.095271] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-04T20:48:53.096033] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-04T20:48:53.096101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:53.096132] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:53.096156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:53.096210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:53.151397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:53.151974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:53.152054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:53.152085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:53.272298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:53.272389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:53.272422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:53.272448] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:53.275455] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-12-04T20:48:53.275723] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-04T20:48:53.275834] [INFO ] [sig       ] XOMA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:53.410785] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XOMA.txt
[2025-12-04T20:48:53.410886] [INFO ] [sig       ] [3497/3547] Completed XOMA in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 17.1s
[2025-12-04T20:48:53.410922] [INFO ] [sig       ] [3498/3547] Forecasting XOS...
[2025-12-04T20:48:53.410949] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-04T20:48:53.410977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-04T20:48:53.421374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-04T20:48:53.421641] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-04T20:48:53.422380] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-04T20:48:53.422429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:53.422458] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:53.422484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:53.422537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:53.478112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:53.478714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:53.478786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:53.478816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:53.598921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:53.599017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:53.599051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:53.599076] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:53.602585] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-04T20:48:53.602838] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-04T20:48:53.602949] [INFO ] [sig       ] XOS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:53.739510] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XOS.txt
[2025-12-04T20:48:53.739623] [INFO ] [sig       ] [3498/3547] Completed XOS in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 16.7s
[2025-12-04T20:48:53.739661] [INFO ] [sig       ] [3499/3547] Forecasting XP...
[2025-12-04T20:48:53.739688] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-04T20:48:53.739715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-04T20:48:53.751016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-04T20:48:53.751285] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-04T20:48:53.752086] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-04T20:48:53.752139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:53.752170] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:53.752196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:53.752251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:53.810067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:53.810689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:53.810763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:53.810795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:53.933735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:53.933838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:53.933876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:53.933904] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:53.937443] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2025-12-04T20:48:53.937739] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-04T20:48:53.937863] [INFO ] [sig       ] XP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:54.079648] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XP.txt
[2025-12-04T20:48:54.079762] [INFO ] [sig       ] [3499/3547] Completed XP in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 16.4s
[2025-12-04T20:48:54.079798] [INFO ] [sig       ] [3500/3547] Forecasting XPEL...
[2025-12-04T20:48:54.079825] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-04T20:48:54.079853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-04T20:48:54.090164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-04T20:48:54.090416] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-04T20:48:54.091179] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-04T20:48:54.091229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:54.091258] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:54.091283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:54.091336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:54.146121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:54.146699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:54.146770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:54.146800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:54.261654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:54.261755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:54.261791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:54.261818] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:54.264858] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-12-04T20:48:54.265113] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-04T20:48:54.265223] [INFO ] [sig       ] XPEL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:54.400124] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XPEL.txt
[2025-12-04T20:48:54.400266] [INFO ] [sig       ] [3500/3547] Completed XPEL in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 16.0s
[2025-12-04T20:48:54.400308] [INFO ] [sig       ] [3501/3547] Forecasting XPO...
[2025-12-04T20:48:54.400337] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-04T20:48:54.400366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-04T20:48:54.411024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-04T20:48:54.411283] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-04T20:48:54.412044] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-04T20:48:54.412093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:54.412122] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:54.412148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:54.412201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:54.467698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:54.468285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:54.468383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:54.468414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:54.586638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:54.586754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:54.586794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:54.586826] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:54.589999] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-04T20:48:54.590264] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-04T20:48:54.590376] [INFO ] [sig       ] XPO: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:54.726861] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XPO.txt
[2025-12-04T20:48:54.726962] [INFO ] [sig       ] [3501/3547] Completed XPO in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 15.7s
[2025-12-04T20:48:54.726997] [INFO ] [sig       ] [3502/3547] Forecasting XPOF...
[2025-12-04T20:48:54.727024] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-04T20:48:54.727050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-04T20:48:54.737903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-04T20:48:54.738154] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-04T20:48:54.738935] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-04T20:48:54.738984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:54.739013] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:54.739037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:54.739090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:54.794787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:54.795370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:54.795442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:54.795472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:54.912382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:54.912489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:54.912524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:54.912550] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:54.915649] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-04T20:48:54.915902] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-04T20:48:54.916032] [INFO ] [sig       ] XPOF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:55.051246] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XPOF.txt
[2025-12-04T20:48:55.051347] [INFO ] [sig       ] [3502/3547] Completed XPOF in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 15.4s
[2025-12-04T20:48:55.051382] [INFO ] [sig       ] [3503/3547] Forecasting XPON...
[2025-12-04T20:48:55.051408] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-04T20:48:55.051434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-04T20:48:55.062561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-04T20:48:55.062840] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-04T20:48:55.063635] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-04T20:48:55.063684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:55.063714] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:55.063739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:55.063793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:55.119165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:55.119883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:55.119960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:55.119990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:55.232904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:55.232992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:55.233025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:55.233052] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:55.236071] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2025-12-04T20:48:55.236328] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-04T20:48:55.236439] [INFO ] [sig       ] XPON: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:55.373347] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XPON.txt
[2025-12-04T20:48:55.373452] [INFO ] [sig       ] [3503/3547] Completed XPON in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 15.0s
[2025-12-04T20:48:55.373487] [INFO ] [sig       ] [3504/3547] Forecasting XPRO...
[2025-12-04T20:48:55.373515] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-04T20:48:55.373544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-04T20:48:55.384647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-04T20:48:55.384922] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-04T20:48:55.385720] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-04T20:48:55.385770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:55.385802] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:55.385829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:55.385885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:55.444043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:55.444651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:55.444728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:55.444760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:55.561616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:55.561720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:55.561769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:55.561798] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:55.564895] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-04T20:48:55.565149] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-04T20:48:55.565262] [INFO ] [sig       ] XPRO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:55.706071] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/XPRO.txt
[2025-12-04T20:48:55.706223] [INFO ] [sig       ] [3504/3547] Completed XPRO in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 14.7s
[2025-12-04T20:48:55.706274] [INFO ] [sig       ] [3505/3547] Forecasting XRAY...
[2025-12-04T20:48:55.706314] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-04T20:48:55.706353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-04T20:48:55.717203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-04T20:48:55.717455] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-04T20:48:55.718216] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-04T20:48:55.718289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:55.718320] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:55.718345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:55.718399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:55.773893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:55.774467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:55.774539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:55.774569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:55.891045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:55.891146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:55.891180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:55.891207] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:55.894280] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-04T20:48:55.894531] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-04T20:48:55.894662] [INFO ] [sig       ] XRAY: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:56.034429] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XRAY.txt
[2025-12-04T20:48:56.034566] [INFO ] [sig       ] [3505/3547] Completed XRAY in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 14.3s
[2025-12-04T20:48:56.034618] [INFO ] [sig       ] [3506/3547] Forecasting XRX...
[2025-12-04T20:48:56.034647] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-04T20:48:56.034674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-04T20:48:56.045802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-04T20:48:56.046070] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-04T20:48:56.046876] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-04T20:48:56.046928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:56.046961] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:56.046989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:56.047045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:56.103658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:56.104302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:56.104378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:56.104409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:56.218962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:56.219056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:56.219089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:56.219115] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:56.222144] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=62.10%)
[2025-12-04T20:48:56.222393] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-04T20:48:56.222505] [INFO ] [sig       ] XRX: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:56.360261] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/XRX.txt
[2025-12-04T20:48:56.360364] [INFO ] [sig       ] [3506/3547] Completed XRX in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 14.0s
[2025-12-04T20:48:56.360401] [INFO ] [sig       ] [3507/3547] Forecasting XTIA...
[2025-12-04T20:48:56.360427] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-04T20:48:56.360454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-04T20:48:56.371610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-04T20:48:56.371879] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-04T20:48:56.372630] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-04T20:48:56.372683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:56.372714] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:56.372739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:56.372792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:56.428401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:56.428999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:56.429070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:56.429100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:56.549227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:56.549330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:56.549364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:56.549392] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:56.552446] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2025-12-04T20:48:56.552715] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-04T20:48:56.552829] [INFO ] [sig       ] XTIA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:56.694039] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XTIA.txt
[2025-12-04T20:48:56.694219] [INFO ] [sig       ] [3507/3547] Completed XTIA in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 13.7s
[2025-12-04T20:48:56.694261] [INFO ] [sig       ] [3508/3547] Forecasting XTKG...
[2025-12-04T20:48:56.694289] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-04T20:48:56.694319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-04T20:48:56.709481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-04T20:48:56.710049] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-04T20:48:56.710962] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-04T20:48:56.711012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:56.711090] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:56.711118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:56.711174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:56.766625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:56.767361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:56.767469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:56.767512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:56.886325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:56.886529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:56.886629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:56.886683] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:56.892004] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-04T20:48:56.892428] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-04T20:48:56.892638] [INFO ] [sig       ] XTKG: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:57.051735] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XTKG.txt
[2025-12-04T20:48:57.051899] [INFO ] [sig       ] [3508/3547] Completed XTKG in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 13.3s
[2025-12-04T20:48:57.051939] [INFO ] [sig       ] [3509/3547] Forecasting XYF...
[2025-12-04T20:48:57.051966] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-04T20:48:57.051995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-04T20:48:57.065558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-04T20:48:57.066093] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-04T20:48:57.067245] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-04T20:48:57.067309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:57.067351] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:57.067387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:57.067466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:57.137803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:57.139012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:57.139119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:57.139153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:57.258031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:57.258295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:57.258341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:57.258370] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:57.262141] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2025-12-04T20:48:57.262507] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-04T20:48:57.262657] [INFO ] [sig       ] XYF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:57.404733] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XYF.txt
[2025-12-04T20:48:57.404996] [INFO ] [sig       ] [3509/3547] Completed XYF in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 13.0s
[2025-12-04T20:48:57.405044] [INFO ] [sig       ] [3510/3547] Forecasting XYL...
[2025-12-04T20:48:57.405075] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-04T20:48:57.405105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-04T20:48:57.418079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-04T20:48:57.418727] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-04T20:48:57.419671] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-04T20:48:57.419725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:57.419759] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:57.419785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:57.419842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:57.480159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:57.481333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:57.481429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:57.481461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:57.602989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:57.603206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:57.603248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:57.603277] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:57.607024] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-04T20:48:57.607385] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-04T20:48:57.607519] [INFO ] [sig       ] XYL: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:57.747399] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/XYL.txt
[2025-12-04T20:48:57.747631] [INFO ] [sig       ] [3510/3547] Completed XYL in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 12.6s
[2025-12-04T20:48:57.747675] [INFO ] [sig       ] [3511/3547] Forecasting YALA...
[2025-12-04T20:48:57.747704] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-04T20:48:57.747735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-04T20:48:57.760835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-04T20:48:57.761284] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-04T20:48:57.762097] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-04T20:48:57.762147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:57.762176] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:57.762201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:57.762253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:57.818221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:57.819120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:57.819206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:57.819238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:57.937686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:57.937844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:57.937883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:57.937946] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:57.941366] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-04T20:48:57.941698] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-04T20:48:57.941832] [INFO ] [sig       ] YALA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:58.085683] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/YALA.txt
[2025-12-04T20:48:58.085834] [INFO ] [sig       ] [3511/3547] Completed YALA in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 12.3s
[2025-12-04T20:48:58.085872] [INFO ] [sig       ] [3512/3547] Forecasting YELP...
[2025-12-04T20:48:58.085906] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-04T20:48:58.085935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-04T20:48:58.098637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-04T20:48:58.099102] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-04T20:48:58.100053] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-04T20:48:58.100107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:58.100139] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:58.100166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:58.100224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:58.157742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:58.158792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:58.158885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:58.158918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:58.283141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:58.283364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:58.283461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:58.283491] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:58.287392] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-04T20:48:58.287781] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-04T20:48:58.287931] [INFO ] [sig       ] YELP: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:58.438765] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/YELP.txt
[2025-12-04T20:48:58.438961] [INFO ] [sig       ] [3512/3547] Completed YELP in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 12.0s
[2025-12-04T20:48:58.439002] [INFO ] [sig       ] [3513/3547] Forecasting YETI...
[2025-12-04T20:48:58.439033] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-04T20:48:58.439065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-04T20:48:58.454146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-04T20:48:58.454743] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-04T20:48:58.455835] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-04T20:48:58.455895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:58.455950] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:58.455979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:58.456038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:58.519608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:58.520647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:58.520748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:58.520779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:58.643110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:58.643349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:58.643401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:58.643431] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:58.647236] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-04T20:48:58.647553] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-04T20:48:58.647714] [INFO ] [sig       ] YETI: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:58.791425] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/YETI.txt
[2025-12-04T20:48:58.791633] [INFO ] [sig       ] [3513/3547] Completed YETI in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 11.6s
[2025-12-04T20:48:58.791675] [INFO ] [sig       ] [3514/3547] Forecasting YMM...
[2025-12-04T20:48:58.791705] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-04T20:48:58.791735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-04T20:48:58.805252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-04T20:48:58.805738] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-04T20:48:58.806594] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-04T20:48:58.806645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:58.806676] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:58.806702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:58.806759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:58.862307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:58.863505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:58.863625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:58.863672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:58.987772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:58.987991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:58.988039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:58.988081] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:58.992058] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-04T20:48:58.992361] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-04T20:48:58.992504] [INFO ] [sig       ] YMM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:48:59.139216] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/YMM.txt
[2025-12-04T20:48:59.139429] [INFO ] [sig       ] [3514/3547] Completed YMM in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 11.3s
[2025-12-04T20:48:59.139473] [INFO ] [sig       ] [3515/3547] Forecasting YPF...
[2025-12-04T20:48:59.139502] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-04T20:48:59.139531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-04T20:48:59.153408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-04T20:48:59.153850] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-04T20:48:59.154674] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-04T20:48:59.154723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:59.154754] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:59.154779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:59.154832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:59.210250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:59.211149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:59.211232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:59.211263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:59.332211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:59.332371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:59.332411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:59.332455] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:59.335765] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=36.46%)
[2025-12-04T20:48:59.336039] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-04T20:48:59.336161] [INFO ] [sig       ] YPF: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:59.476657] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/YPF.txt
[2025-12-04T20:48:59.476815] [INFO ] [sig       ] [3515/3547] Completed YPF in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 10.9s
[2025-12-04T20:48:59.476857] [INFO ] [sig       ] [3516/3547] Forecasting YQQQ...
[2025-12-04T20:48:59.476885] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-04T20:48:59.476913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-04T20:48:59.490186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-04T20:48:59.490665] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-04T20:48:59.491551] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-04T20:48:59.491621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:59.491654] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:59.491679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:59.491735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:59.548510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:59.549548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:59.549684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:59.549720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:48:59.670695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:48:59.670933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:48:59.670977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:48:59.671005] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:48:59.674886] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-04T20:48:59.675221] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-04T20:48:59.675360] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:48:59.817684] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/YQQQ.txt
[2025-12-04T20:48:59.817932] [INFO ] [sig       ] [3516/3547] Completed YQQQ in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 10.6s
[2025-12-04T20:48:59.817983] [INFO ] [sig       ] [3517/3547] Forecasting YRD...
[2025-12-04T20:48:59.818015] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-04T20:48:59.818048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-04T20:48:59.831474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-04T20:48:59.831843] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-04T20:48:59.832693] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-04T20:48:59.832742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:48:59.832773] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:48:59.832796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:48:59.832850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:48:59.888727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:48:59.889635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:48:59.889719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:48:59.889769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:00.004128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:00.004288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:00.004327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:00.004353] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:00.007637] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=33.27%)
[2025-12-04T20:49:00.007891] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-04T20:49:00.008005] [INFO ] [sig       ] YRD: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:00.158552] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/YRD.txt
[2025-12-04T20:49:00.158722] [INFO ] [sig       ] [3517/3547] Completed YRD in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 10.2s
[2025-12-04T20:49:00.158760] [INFO ] [sig       ] [3518/3547] Forecasting YSG...
[2025-12-04T20:49:00.158789] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-04T20:49:00.158817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-04T20:49:00.172520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-04T20:49:00.173124] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-04T20:49:00.174087] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-04T20:49:00.174140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:00.174172] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:00.174199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:00.174257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:00.232800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:00.233899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:00.234037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:00.234070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:00.356398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:00.356644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:00.356690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:00.356718] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:00.360543] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-04T20:49:00.360861] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-04T20:49:00.360991] [INFO ] [sig       ] YSG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:00.504391] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/YSG.txt
[2025-12-04T20:49:00.504590] [INFO ] [sig       ] [3518/3547] Completed YSG in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 9.9s
[2025-12-04T20:49:00.504634] [INFO ] [sig       ] [3519/3547] Forecasting YTRA...
[2025-12-04T20:49:00.504665] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-04T20:49:00.504695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-04T20:49:00.518047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-04T20:49:00.518612] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-04T20:49:00.519463] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-04T20:49:00.519517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:00.519548] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:00.519610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:00.519671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:00.578496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:00.579464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:00.579552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:00.579607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:00.701743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:00.701915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:00.701955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:00.701983] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:00.705525] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-04T20:49:00.705845] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-04T20:49:00.705989] [INFO ] [sig       ] YTRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:00.844883] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/YTRA.txt
[2025-12-04T20:49:00.845096] [INFO ] [sig       ] [3519/3547] Completed YTRA in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 9.6s
[2025-12-04T20:49:00.845137] [INFO ] [sig       ] [3520/3547] Forecasting YUM...
[2025-12-04T20:49:00.845166] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-04T20:49:00.845195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-04T20:49:00.858976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-04T20:49:00.859507] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-04T20:49:00.860402] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-04T20:49:00.860453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:00.860484] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:00.860510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:00.860566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:00.915868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:00.916985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:00.917081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:00.917113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:01.036369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:01.036629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:01.036675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:01.036702] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:01.040461] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-12-04T20:49:01.040779] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-04T20:49:01.040912] [INFO ] [sig       ] YUM: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:01.181091] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/YUM.txt
[2025-12-04T20:49:01.181285] [INFO ] [sig       ] [3520/3547] Completed YUM in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 9.2s
[2025-12-04T20:49:01.181324] [INFO ] [sig       ] [3521/3547] Forecasting YUMC...
[2025-12-04T20:49:01.181355] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-04T20:49:01.181385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-04T20:49:01.195121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-04T20:49:01.195891] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-04T20:49:01.196823] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-04T20:49:01.196875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:01.196906] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:01.196932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:01.196986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:01.256922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:01.258017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:01.258109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:01.258141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:01.393929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:01.394120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:01.394163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:01.394192] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:01.398546] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-04T20:49:01.398990] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-04T20:49:01.399152] [INFO ] [sig       ] YUMC: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:01.564727] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/YUMC.txt
[2025-12-04T20:49:01.564967] [INFO ] [sig       ] [3521/3547] Completed YUMC in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 8.9s
[2025-12-04T20:49:01.565013] [INFO ] [sig       ] [3522/3547] Forecasting Z...
[2025-12-04T20:49:01.565052] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-04T20:49:01.565089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-04T20:49:01.578812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-04T20:49:01.579346] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-04T20:49:01.580306] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-04T20:49:01.580358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:01.580389] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:01.580414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:01.580470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:01.638953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:01.640042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:01.640134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:01.640167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:01.772482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:01.772673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:01.772715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:01.772743] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:01.776514] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2025-12-04T20:49:01.776935] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-04T20:49:01.777085] [INFO ] [sig       ] Z: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:01.924636] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/Z.txt
[2025-12-04T20:49:01.924797] [INFO ] [sig       ] [3522/3547] Completed Z in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 8.5s
[2025-12-04T20:49:01.924836] [INFO ] [sig       ] [3523/3547] Forecasting ZBH...
[2025-12-04T20:49:01.924863] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-04T20:49:01.924891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-04T20:49:01.937081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-04T20:49:01.937457] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-04T20:49:01.938234] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-04T20:49:01.938312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:01.938343] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:01.938368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:01.938422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:01.993610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:01.994444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:01.994524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:01.994556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:02.112494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:02.112665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:02.112706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:02.112732] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:02.116002] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-04T20:49:02.116262] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-04T20:49:02.116376] [INFO ] [sig       ] ZBH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:02.257654] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZBH.txt
[2025-12-04T20:49:02.257873] [INFO ] [sig       ] [3523/3547] Completed ZBH in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 8.2s
[2025-12-04T20:49:02.257918] [INFO ] [sig       ] [3524/3547] Forecasting ZBIO...
[2025-12-04T20:49:02.257950] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-04T20:49:02.257981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-04T20:49:02.272985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-04T20:49:02.273551] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-04T20:49:02.274481] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-04T20:49:02.274534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:02.274566] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:02.274612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:02.274670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:02.331622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:02.332857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:02.332961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:02.333005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:02.457415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:02.457671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:02.457716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:02.457746] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:02.461973] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-04T20:49:02.462394] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-04T20:49:02.462552] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:02.605380] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZBIO.txt
[2025-12-04T20:49:02.605628] [INFO ] [sig       ] [3524/3547] Completed ZBIO in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 7.9s
[2025-12-04T20:49:02.605675] [INFO ] [sig       ] [3525/3547] Forecasting ZBRA...
[2025-12-04T20:49:02.605706] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-04T20:49:02.605736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-04T20:49:02.619206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-04T20:49:02.619701] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-04T20:49:02.620560] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-04T20:49:02.620630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:02.620698] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:02.620725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:02.620781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:02.677727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:02.678977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:02.679085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:02.679116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:02.796382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:02.796633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:02.796678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:02.796706] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:02.800462] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-12-04T20:49:02.800777] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-04T20:49:02.800907] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:02.940541] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZBRA.txt
[2025-12-04T20:49:02.940744] [INFO ] [sig       ] [3525/3547] Completed ZBRA in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 7.5s
[2025-12-04T20:49:02.940784] [INFO ] [sig       ] [3526/3547] Forecasting ZD...
[2025-12-04T20:49:02.940812] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-04T20:49:02.940842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-04T20:49:02.954235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-04T20:49:02.954783] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-04T20:49:02.955879] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-04T20:49:02.955930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:02.955962] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:02.955987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:02.956043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:03.013135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:03.014336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:03.014453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:03.014485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:03.137038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:03.137278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:03.137322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:03.137350] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:03.141140] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-04T20:49:03.141538] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-04T20:49:03.141703] [INFO ] [sig       ] ZD: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:03.283405] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZD.txt
[2025-12-04T20:49:03.283609] [INFO ] [sig       ] [3526/3547] Completed ZD in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 7.2s
[2025-12-04T20:49:03.283655] [INFO ] [sig       ] [3527/3547] Forecasting ZEPP...
[2025-12-04T20:49:03.283689] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-04T20:49:03.283720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-04T20:49:03.296769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-04T20:49:03.297171] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-04T20:49:03.298089] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-04T20:49:03.298140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:03.298173] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:03.298198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:03.298280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:03.354627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:03.355627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:03.355718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:03.355749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:03.468483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:03.468734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:03.468781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:03.468811] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:03.472513] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-04T20:49:03.472823] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-04T20:49:03.472953] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:03.613502] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZEPP.txt
[2025-12-04T20:49:03.613710] [INFO ] [sig       ] [3527/3547] Completed ZEPP in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 6.8s
[2025-12-04T20:49:03.613753] [INFO ] [sig       ] [3528/3547] Forecasting ZETA...
[2025-12-04T20:49:03.613783] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-04T20:49:03.613815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-04T20:49:03.628141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-04T20:49:03.628739] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-04T20:49:03.629638] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-04T20:49:03.629689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:03.629747] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:03.629778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:03.629834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:03.685804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:03.686915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:03.687008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:03.687040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:03.816755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:03.817017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:03.817063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:03.817134] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:03.821065] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=77.87%)
[2025-12-04T20:49:03.821376] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-04T20:49:03.821511] [INFO ] [sig       ] ZETA: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:03.968847] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZETA.txt
[2025-12-04T20:49:03.969053] [INFO ] [sig       ] [3528/3547] Completed ZETA in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 6.5s
[2025-12-04T20:49:03.969094] [INFO ] [sig       ] [3529/3547] Forecasting ZEUS...
[2025-12-04T20:49:03.969125] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-04T20:49:03.969156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-04T20:49:03.984361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-04T20:49:03.985083] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-04T20:49:03.986341] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-04T20:49:03.986410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:03.986453] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:03.986495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:03.986555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:04.059877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:04.061172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:04.061281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:04.061313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:04.210299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:04.210557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:04.210641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:04.210671] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:04.215319] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-04T20:49:04.215818] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-04T20:49:04.216001] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:04.400107] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZEUS.txt
[2025-12-04T20:49:04.400361] [INFO ] [sig       ] [3529/3547] Completed ZEUS in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 6.1s
[2025-12-04T20:49:04.400415] [INFO ] [sig       ] [3530/3547] Forecasting ZG...
[2025-12-04T20:49:04.400452] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-04T20:49:04.400486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-04T20:49:04.414604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-04T20:49:04.415219] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-04T20:49:04.416440] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-04T20:49:04.416508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:04.416552] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:04.416623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:04.416690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:04.486166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:04.487305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:04.487400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:04.487435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:04.609298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:04.609524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:04.609567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:04.609618] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:04.613514] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=60.04%)
[2025-12-04T20:49:04.613842] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-04T20:49:04.613978] [INFO ] [sig       ] ZG: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:04.753147] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZG.txt
[2025-12-04T20:49:04.753372] [INFO ] [sig       ] [3530/3547] Completed ZG in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 5.8s
[2025-12-04T20:49:04.753414] [INFO ] [sig       ] [3531/3547] Forecasting ZGN...
[2025-12-04T20:49:04.753443] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-04T20:49:04.753476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-04T20:49:04.767758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-04T20:49:04.768286] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-04T20:49:04.769214] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-04T20:49:04.769267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:04.769299] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:04.769324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:04.769380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:04.827636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:04.828819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:04.828920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:04.828952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:04.954108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:04.954339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:04.954382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:04.954410] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:04.958205] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-04T20:49:04.958594] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-04T20:49:04.958737] [INFO ] [sig       ] ZGN: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:05.099014] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZGN.txt
[2025-12-04T20:49:05.099207] [INFO ] [sig       ] [3531/3547] Completed ZGN in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 5.5s
[2025-12-04T20:49:05.099248] [INFO ] [sig       ] [3532/3547] Forecasting ZH...
[2025-12-04T20:49:05.099278] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-04T20:49:05.099308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-04T20:49:05.112964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-04T20:49:05.113525] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-04T20:49:05.114425] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-04T20:49:05.114483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:05.114537] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:05.114564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:05.114643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:05.172420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:05.173507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:05.173622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:05.173658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:05.294647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:05.294879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:05.294920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:05.294949] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:05.300004] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-04T20:49:05.300466] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-04T20:49:05.300670] [INFO ] [sig       ] ZH: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:05.437722] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZH.txt
[2025-12-04T20:49:05.437946] [INFO ] [sig       ] [3532/3547] Completed ZH in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 5.1s
[2025-12-04T20:49:05.437990] [INFO ] [sig       ] [3533/3547] Forecasting ZIM...
[2025-12-04T20:49:05.438021] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-04T20:49:05.438051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-04T20:49:05.452401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-04T20:49:05.452931] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-04T20:49:05.453841] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-04T20:49:05.453893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:05.453924] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:05.453949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:05.454005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:05.511203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:05.512232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:05.512318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:05.512352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:05.629930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:05.630093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:05.630132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:05.630159] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:05.633487] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-12-04T20:49:05.633769] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-04T20:49:05.633890] [INFO ] [sig       ] ZIM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:05.769147] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZIM.txt
[2025-12-04T20:49:05.769281] [INFO ] [sig       ] [3533/3547] Completed ZIM in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 4.8s
[2025-12-04T20:49:05.769318] [INFO ] [sig       ] [3534/3547] Forecasting ZION...
[2025-12-04T20:49:05.769346] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-04T20:49:05.769374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-04T20:49:05.785888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-04T20:49:05.786614] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-04T20:49:05.787854] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-04T20:49:05.787914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:05.787951] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:05.787981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:05.788052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:05.845865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:05.846943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:05.847040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:05.847073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:05.977798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:05.978025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:05.978072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:05.978103] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:05.982085] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-12-04T20:49:05.982423] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-04T20:49:05.982567] [INFO ] [sig       ] ZION: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:06.133537] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZION.txt
[2025-12-04T20:49:06.133764] [INFO ] [sig       ] [3534/3547] Completed ZION in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 4.4s
[2025-12-04T20:49:06.133804] [INFO ] [sig       ] [3535/3547] Forecasting ZIP...
[2025-12-04T20:49:06.133833] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-04T20:49:06.133862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-04T20:49:06.147273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-04T20:49:06.147717] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-04T20:49:06.148556] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-04T20:49:06.148623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:06.148655] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:06.148681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:06.148745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:06.203672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:06.204523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:06.204653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:06.204686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:06.325074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:06.325238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:06.325277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:06.325303] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:06.328653] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-04T20:49:06.328916] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-04T20:49:06.329034] [INFO ] [sig       ] ZIP: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:06.509972] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZIP.txt
[2025-12-04T20:49:06.510200] [INFO ] [sig       ] [3535/3547] Completed ZIP in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 4.1s
[2025-12-04T20:49:06.510248] [INFO ] [sig       ] [3536/3547] Forecasting ZLAB...
[2025-12-04T20:49:06.510286] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-04T20:49:06.510318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-04T20:49:06.524551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-04T20:49:06.525147] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-04T20:49:06.526144] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-04T20:49:06.526197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:06.526230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:06.526255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:06.526313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:06.585210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:06.586332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:06.586431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:06.586464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:06.708904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:06.709135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:06.709178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:06.709206] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:06.712896] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=29.23%)
[2025-12-04T20:49:06.713188] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-04T20:49:06.713321] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:06.854798] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZLAB.txt
[2025-12-04T20:49:06.854976] [INFO ] [sig       ] [3536/3547] Completed ZLAB in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 3.8s
[2025-12-04T20:49:06.855016] [INFO ] [sig       ] [3537/3547] Forecasting ZM...
[2025-12-04T20:49:06.855044] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-04T20:49:06.855074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-04T20:49:06.867916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-04T20:49:06.868298] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-04T20:49:06.869148] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-04T20:49:06.869199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:06.869230] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:06.869256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:06.869311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:06.926449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:06.927472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:06.927565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:06.927617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:07.047820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:07.048050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:07.048097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:07.048127] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:07.052070] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-04T20:49:07.052366] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-04T20:49:07.052497] [INFO ] [sig       ] ZM: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:07.196312] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZM.txt
[2025-12-04T20:49:07.196516] [INFO ] [sig       ] [3537/3547] Completed ZM in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 3.4s
[2025-12-04T20:49:07.196554] [INFO ] [sig       ] [3538/3547] Forecasting ZNTL...
[2025-12-04T20:49:07.196610] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-04T20:49:07.196643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-04T20:49:07.209189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-04T20:49:07.209544] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-04T20:49:07.210431] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-04T20:49:07.210481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:07.210512] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:07.210536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:07.210609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:07.268664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:07.269718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:07.269810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:07.269849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:07.389987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:07.390206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:07.390247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:07.390276] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:07.394021] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-04T20:49:07.394324] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-04T20:49:07.394460] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:07.540977] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZNTL.txt
[2025-12-04T20:49:07.541224] [INFO ] [sig       ] [3538/3547] Completed ZNTL in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 3.1s
[2025-12-04T20:49:07.541267] [INFO ] [sig       ] [3539/3547] Forecasting ZS...
[2025-12-04T20:49:07.541298] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-04T20:49:07.541330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-04T20:49:07.555611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-04T20:49:07.556217] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-04T20:49:07.557258] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-04T20:49:07.557313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:07.557344] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:07.557369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:07.557425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:07.616723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:07.617820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:07.617916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:07.617950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:07.739926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:07.740147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:07.740190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:07.740246] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:07.743901] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-12-04T20:49:07.744185] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-04T20:49:07.744315] [INFO ] [sig       ] ZS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:07.883711] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZS.txt
[2025-12-04T20:49:07.883873] [INFO ] [sig       ] [3539/3547] Completed ZS in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 2.7s
[2025-12-04T20:49:07.883911] [INFO ] [sig       ] [3540/3547] Forecasting ZTO...
[2025-12-04T20:49:07.883941] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-04T20:49:07.883971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-04T20:49:07.896865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-04T20:49:07.897253] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-04T20:49:07.898168] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-04T20:49:07.898222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:07.898698] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:07.898848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:07.898967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:07.955759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:07.956957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:07.957056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:07.957090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:08.080222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:08.080451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:08.080495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:08.080523] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:08.084244] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-04T20:49:08.084536] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-04T20:49:08.084682] [INFO ] [sig       ] ZTO: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:08.227084] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZTO.txt
[2025-12-04T20:49:08.227295] [INFO ] [sig       ] [3540/3547] Completed ZTO in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 2.4s
[2025-12-04T20:49:08.227334] [INFO ] [sig       ] [3541/3547] Forecasting ZTS...
[2025-12-04T20:49:08.227363] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-04T20:49:08.227394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-04T20:49:08.242139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-04T20:49:08.242615] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-04T20:49:08.243470] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-04T20:49:08.243523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:08.243556] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:08.243602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:08.243666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:08.301229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:08.302299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:08.302394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:08.302452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:08.429697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:08.429859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:08.429900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:08.429928] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:08.433223] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=67.65%)
[2025-12-04T20:49:08.433488] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-04T20:49:08.433624] [INFO ] [sig       ] ZTS: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:08.571714] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZTS.txt
[2025-12-04T20:49:08.571832] [INFO ] [sig       ] [3541/3547] Completed ZTS in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 2.0s
[2025-12-04T20:49:08.571867] [INFO ] [sig       ] [3542/3547] Forecasting ZUMZ...
[2025-12-04T20:49:08.571895] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-04T20:49:08.571922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-04T20:49:08.583885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-04T20:49:08.584160] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-04T20:49:08.584955] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-04T20:49:08.585003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:08.585061] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:08.585087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:08.585143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:08.641279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:08.642065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:08.642142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:08.642174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:08.774871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:08.775026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:08.775065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:08.775092] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:08.778371] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-12-04T20:49:08.778663] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-04T20:49:08.778787] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-04: UP (sign=1.00)
[2025-12-04T20:49:08.929928] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-05	1 -> ./output/forecasts/individual/2025-12-05/ZUMZ.txt
[2025-12-04T20:49:08.930121] [INFO ] [sig       ] [3542/3547] Completed ZUMZ in 0.4s | 2.93 sym/s | Total: 20.2m | ETA: 1.7s
[2025-12-04T20:49:08.930178] [INFO ] [sig       ] [3543/3547] Forecasting ZURA...
[2025-12-04T20:49:08.930220] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-04T20:49:08.930262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-04T20:49:08.942856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-04T20:49:08.943216] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-04T20:49:08.944019] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-04T20:49:08.944071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:08.944102] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:08.944128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:08.944196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:09.002047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:09.002819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:09.002903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:09.002936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:09.125398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:09.125559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:09.125618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:09.125647] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:09.131788] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-12-04T20:49:09.132095] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-04T20:49:09.132223] [INFO ] [sig       ] ZURA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:09.270596] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZURA.txt
[2025-12-04T20:49:09.270744] [INFO ] [sig       ] [3543/3547] Completed ZURA in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 1.4s
[2025-12-04T20:49:09.270781] [INFO ] [sig       ] [3544/3547] Forecasting ZVIA...
[2025-12-04T20:49:09.270810] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-04T20:49:09.270839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-04T20:49:09.284294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-04T20:49:09.284784] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-04T20:49:09.285654] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-04T20:49:09.285707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:09.285740] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:09.285767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:09.285824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:09.344542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:09.345736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:09.345841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:09.345873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:09.469829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:09.470068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:09.470113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:09.470140] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:09.474165] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-04T20:49:09.474481] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-04T20:49:09.474637] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:09.614493] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZVIA.txt
[2025-12-04T20:49:09.614650] [INFO ] [sig       ] [3544/3547] Completed ZVIA in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 1.0s
[2025-12-04T20:49:09.614690] [INFO ] [sig       ] [3545/3547] Forecasting ZVRA...
[2025-12-04T20:49:09.614718] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-04T20:49:09.614747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-04T20:49:09.625959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-04T20:49:09.626237] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-04T20:49:09.627036] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-04T20:49:09.627085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:09.627114] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:09.627139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:09.627191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:09.684014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:09.684733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:09.684812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:09.684843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:09.801879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:09.802033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:09.802073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:09.802149] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:09.805429] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=28.92%)
[2025-12-04T20:49:09.805709] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-04T20:49:09.805826] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:09.944778] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZVRA.txt
[2025-12-04T20:49:09.944918] [INFO ] [sig       ] [3545/3547] Completed ZVRA in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 0.7s
[2025-12-04T20:49:09.944955] [INFO ] [sig       ] [3546/3547] Forecasting ZWS...
[2025-12-04T20:49:09.944984] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-04T20:49:09.945013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-04T20:49:09.957458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-04T20:49:09.957936] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-04T20:49:09.958907] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-04T20:49:09.958969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:09.959002] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:09.959028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:09.959083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:10.016174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:10.017619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:10.017722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:10.017754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:10.140940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:10.141161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:10.141207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:10.141236] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:10.145005] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-04T20:49:10.145325] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-04T20:49:10.145463] [INFO ] [sig       ] ZWS: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:10.287140] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZWS.txt
[2025-12-04T20:49:10.287333] [INFO ] [sig       ] [3546/3547] Completed ZWS in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 0.3s
[2025-12-04T20:49:10.287373] [INFO ] [sig       ] [3547/3547] Forecasting ZYME...
[2025-12-04T20:49:10.287403] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-04T20:49:10.287432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-04T20:49:10.300894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-04T20:49:10.301374] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-04T20:49:10.302282] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-04T20:49:10.302333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-04T20:49:10.302363] [DEBUG] [FORECASTER] Starting train method
[2025-12-04T20:49:10.302389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-04T20:49:10.302446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-04T20:49:10.359202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-04T20:49:10.360299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-04T20:49:10.360394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-04T20:49:10.360425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-04T20:49:10.480319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-04T20:49:10.480557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-04T20:49:10.480618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-04T20:49:10.480648] [INFO ] [FORECASTER] Training complete
[2025-12-04T20:49:10.484467] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-04T20:49:10.484792] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-04T20:49:10.484930] [INFO ] [sig       ] ZYME: Forecast for 2025-12-04: DOWN (sign=0.00)
[2025-12-04T20:49:10.624078] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-05	0 -> ./output/forecasts/individual/2025-12-05/ZYME.txt
[2025-12-04T20:49:10.624265] [INFO ] [sig       ] [3547/3547] Completed ZYME in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 0.0s
[2025-12-04T20:49:10.624307] [INFO ] [sig       ] ==================================================
[2025-12-04T20:49:10.624337] [INFO ] [sig       ] Forecasts complete: 3547/3547 symbols succeeded
[2025-12-04T20:49:10.624366] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-04T20:49:10.624393] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-04T20:49:10.624916] [INFO ] [sig       ] Found 38 forecast dates to process
[2025-12-04T20:49:10.625118] [INFO ] [sig       ] [1/38] Processing report for 2025-10-10...
[2025-12-04T20:49:10.625176] [INFO ] [sig       ] [1/38] Report for 2025-10-10 already exists, skipping...
[2025-12-04T20:49:10.625209] [INFO ] [sig       ] [2/38] Processing report for 2025-10-13...
[2025-12-04T20:49:10.625245] [INFO ] [sig       ] [2/38] Report for 2025-10-13 already exists, skipping...
[2025-12-04T20:49:10.625273] [INFO ] [sig       ] [3/38] Processing report for 2025-10-14...
[2025-12-04T20:49:10.625303] [INFO ] [sig       ] [3/38] Report for 2025-10-14 already exists, skipping...
[2025-12-04T20:49:10.625328] [INFO ] [sig       ] [4/38] Processing report for 2025-10-15...
[2025-12-04T20:49:10.625360] [INFO ] [sig       ] [4/38] Report for 2025-10-15 already exists, skipping...
[2025-12-04T20:49:10.625384] [INFO ] [sig       ] [5/38] Processing report for 2025-10-16...
[2025-12-04T20:49:10.625412] [INFO ] [sig       ] [5/38] Report for 2025-10-16 already exists, skipping...
[2025-12-04T20:49:10.625436] [INFO ] [sig       ] [6/38] Processing report for 2025-10-17...
[2025-12-04T20:49:10.625464] [INFO ] [sig       ] [6/38] Report for 2025-10-17 already exists, skipping...
[2025-12-04T20:49:10.625491] [INFO ] [sig       ] [7/38] Processing report for 2025-10-20...
[2025-12-04T20:49:10.625520] [INFO ] [sig       ] [7/38] Report for 2025-10-20 already exists, skipping...
[2025-12-04T20:49:10.625546] [INFO ] [sig       ] [8/38] Processing report for 2025-10-21...
[2025-12-04T20:49:10.625619] [INFO ] [sig       ] [8/38] Report for 2025-10-21 already exists, skipping...
[2025-12-04T20:49:10.625682] [INFO ] [sig       ] [9/38] Processing report for 2025-10-22...
[2025-12-04T20:49:10.625718] [INFO ] [sig       ] [9/38] Report for 2025-10-22 already exists, skipping...
[2025-12-04T20:49:10.625743] [INFO ] [sig       ] [10/38] Processing report for 2025-10-23...
[2025-12-04T20:49:10.625772] [INFO ] [sig       ] [10/38] Report for 2025-10-23 already exists, skipping...
[2025-12-04T20:49:10.625833] [INFO ] [sig       ] [11/38] Processing report for 2025-10-24...
[2025-12-04T20:49:10.625865] [INFO ] [sig       ] [11/38] Report for 2025-10-24 already exists, skipping...
[2025-12-04T20:49:10.625890] [INFO ] [sig       ] [12/38] Processing report for 2025-10-27...
[2025-12-04T20:49:10.625919] [INFO ] [sig       ] [12/38] Report for 2025-10-27 already exists, skipping...
[2025-12-04T20:49:10.625943] [INFO ] [sig       ] [13/38] Processing report for 2025-10-28...
[2025-12-04T20:49:10.625972] [INFO ] [sig       ] [13/38] Report for 2025-10-28 already exists, skipping...
[2025-12-04T20:49:10.626007] [INFO ] [sig       ] [14/38] Processing report for 2025-10-30...
[2025-12-04T20:49:10.626036] [INFO ] [sig       ] [14/38] Report for 2025-10-30 already exists, skipping...
[2025-12-04T20:49:10.626060] [INFO ] [sig       ] [15/38] Processing report for 2025-10-31...
[2025-12-04T20:49:10.626087] [INFO ] [sig       ] [15/38] Report for 2025-10-31 already exists, skipping...
[2025-12-04T20:49:10.626110] [INFO ] [sig       ] [16/38] Processing report for 2025-11-03...
[2025-12-04T20:49:10.626138] [INFO ] [sig       ] [16/38] Report for 2025-11-03 already exists, skipping...
[2025-12-04T20:49:10.626164] [INFO ] [sig       ] [17/38] Processing report for 2025-11-04...
[2025-12-04T20:49:10.626203] [INFO ] [sig       ] [17/38] Report for 2025-11-04 already exists, skipping...
[2025-12-04T20:49:10.626230] [INFO ] [sig       ] [18/38] Processing report for 2025-11-05...
[2025-12-04T20:49:10.626259] [INFO ] [sig       ] [18/38] Report for 2025-11-05 already exists, skipping...
[2025-12-04T20:49:10.626284] [INFO ] [sig       ] [19/38] Processing report for 2025-11-06...
[2025-12-04T20:49:10.626312] [INFO ] [sig       ] [19/38] Report for 2025-11-06 already exists, skipping...
[2025-12-04T20:49:10.626335] [INFO ] [sig       ] [20/38] Processing report for 2025-11-07...
[2025-12-04T20:49:10.626364] [INFO ] [sig       ] [20/38] Report for 2025-11-07 already exists, skipping...
[2025-12-04T20:49:10.626389] [INFO ] [sig       ] [21/38] Processing report for 2025-11-10...
[2025-12-04T20:49:10.626417] [INFO ] [sig       ] [21/38] Report for 2025-11-10 already exists, skipping...
[2025-12-04T20:49:10.626441] [INFO ] [sig       ] [22/38] Processing report for 2025-11-11...
[2025-12-04T20:49:10.626469] [INFO ] [sig       ] [22/38] Report for 2025-11-11 already exists, skipping...
[2025-12-04T20:49:10.626496] [INFO ] [sig       ] [23/38] Processing report for 2025-11-12...
[2025-12-04T20:49:10.626525] [INFO ] [sig       ] [23/38] Report for 2025-11-12 already exists, skipping...
[2025-12-04T20:49:10.626549] [INFO ] [sig       ] [24/38] Processing report for 2025-11-13...
[2025-12-04T20:49:10.626596] [INFO ] [sig       ] [24/38] Report for 2025-11-13 already exists, skipping...
[2025-12-04T20:49:10.626623] [INFO ] [sig       ] [25/38] Processing report for 2025-11-17...
[2025-12-04T20:49:10.626652] [INFO ] [sig       ] [25/38] Report for 2025-11-17 already exists, skipping...
[2025-12-04T20:49:10.626676] [INFO ] [sig       ] [26/38] Processing report for 2025-11-18...
[2025-12-04T20:49:10.626704] [INFO ] [sig       ] [26/38] Report for 2025-11-18 already exists, skipping...
[2025-12-04T20:49:10.626728] [INFO ] [sig       ] [27/38] Processing report for 2025-11-19...
[2025-12-04T20:49:10.626756] [INFO ] [sig       ] [27/38] Report for 2025-11-19 already exists, skipping...
[2025-12-04T20:49:10.626780] [INFO ] [sig       ] [28/38] Processing report for 2025-11-20...
[2025-12-04T20:49:10.626809] [INFO ] [sig       ] [28/38] Report for 2025-11-20 already exists, skipping...
[2025-12-04T20:49:10.626833] [INFO ] [sig       ] [29/38] Processing report for 2025-11-21...
[2025-12-04T20:49:10.626868] [INFO ] [sig       ] [29/38] Report for 2025-11-21 already exists, skipping...
[2025-12-04T20:49:10.626893] [INFO ] [sig       ] [30/38] Processing report for 2025-11-24...
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[2025-12-04T20:49:10.688436] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.688608] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.688936] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.689298] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.689367] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.689715] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.690031] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.690101] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.690452] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.690814] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.691180] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.691532] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.691883] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.692256] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.692756] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.693088] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.693170] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.693463] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.693810] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.694148] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.694408] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.694723] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.695021] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.695316] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.695386] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.695673] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.695912] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.696169] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.696451] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.696736] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.696983] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.697252] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.697506] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-04T20:49:10.697833] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.698088] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.698381] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.698649] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.698889] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.699190] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.699443] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.699695] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.699777] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.699839] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.699896] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.700139] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.700375] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.700676] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.700960] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.701025] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.701300] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.701609] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.701872] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.702152] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.702441] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.702724] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.703005] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.703248] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.703479] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.703768] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.704043] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.704277] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.704561] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.704864] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.704933] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.704992] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.705274] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.705563] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.705829] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-04T20:49:10.706115] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.706399] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.706698] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.707016] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.707265] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.707508] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.707596] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.707841] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.708142] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.708384] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.708677] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.708962] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.709243] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.709537] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.709814] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.710067] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.710352] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.710651] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.710884] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.711168] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.711234] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.711477] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.711963] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.712723] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.713095] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.713445] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.713834] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.714141] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.714488] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.714823] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.715142] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.715438] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.715509] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.715754] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.715824] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.716107] [DEBUG] [LOCAL     ] Loaded configuration for APRE: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.716360] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.716604] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.716672] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.716916] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.717147] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.717215] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.717272] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.717497] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.717781] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.717848] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.718123] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.718189] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.718451] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.718749] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.718816] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.719104] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.719383] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.719633] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.719914] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.719980] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.720036] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.720307] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.720560] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-04T20:49:10.720646] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.720703] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.720933] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.721168] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.721459] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.721951] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.722494] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.723752] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.724078] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.724373] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.724456] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-04T20:49:10.724698] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.724765] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.724822] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.725104] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.725343] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.725630] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.725862] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.726142] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.726420] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.726670] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.726735] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.726959] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.727204] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.727449] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.727729] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.727958] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.728188] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.728494] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.728730] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.728979] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.729210] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.729501] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.729774] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.730089] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.730344] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.730639] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.730922] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.731177] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.731456] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-04T20:49:10.731735] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.732014] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.732079] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.732346] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.732410] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.732632] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.732917] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.732983] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.733253] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.733497] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.733566] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.733861] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.734138] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.734385] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.734450] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.734690] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.734940] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.735185] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.735430] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.735709] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.735773] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.735997] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.736224] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.736470] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.736750] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.736815] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.737057] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.737122] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.737388] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.737670] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.737735] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.737953] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.738018] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.738073] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.738350] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.738599] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.738861] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.738927] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.739213] [DEBUG] [LOCAL     ] Loaded configuration for GDHG: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.739277] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.739332] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.739599] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.739875] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.740170] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.740240] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.740529] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.740800] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.741065] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.741130] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.741374] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.741637] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.741946] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.742206] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.742494] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.742563] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.742877] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.743110] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.743387] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.743667] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.743967] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.744254] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.744318] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.744605] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.744671] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.744928] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.745007] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.745250] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.745488] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.745772] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.745838] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.746062] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.746342] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.746624] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.746853] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.747100] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.747345] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.747627] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.747905] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.747969] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.748024] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.748079] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.748316] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.748394] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.748640] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.748923] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.749156] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.749440] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.749736] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.750016] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.750081] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.750350] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.750628] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.750857] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.751132] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.751197] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.751436] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.751717] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.751987] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.752232] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.752525] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.752809] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.753053] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.753315] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.753616] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.753881] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.754146] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.754395] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.754660] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.754725] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.754969] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-04T20:49:10.755034] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.755324] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.755624] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.755689] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.755979] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.756044] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.756336] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.756610] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.756909] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.757164] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.757235] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.757526] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.757813] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.758115] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.758419] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.758490] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.758547] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.758803] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.759030] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.759270] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.759496] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.759565] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.759969] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.760253] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.760605] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.760940] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.761254] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.761553] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-04T20:49:10.761855] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.762185] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.762512] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.762831] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.763113] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.763443] [DEBUG] [LOCAL     ] Loaded configuration for MOB: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.763745] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.764042] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.764341] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.764639] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.764961] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.765237] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.765566] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.765918] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.766246] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.766535] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.766843] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.767115] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.767405] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.767734] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.768069] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.768396] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.768727] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.769019] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.769309] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.769386] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-04T20:49:10.769667] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.769958] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.770255] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.770331] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.770609] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.770885] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.771154] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.771475] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.771769] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.772095] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.772373] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.772669] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.772744] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.773023] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.773316] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.773607] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.773934] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.774010] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.774073] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.774334] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.774410] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.774674] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.774999] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.775322] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.775397] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.775708] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-04T20:49:10.776001] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.776326] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.776620] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.776943] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.777217] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.777543] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.777840] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.777923] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.778231] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-04T20:49:10.778541] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.778891] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.778968] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.779280] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.779606] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.779935] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.780261] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.780337] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.780623] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.780901] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.781227] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.781548] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.781892] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.782216] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.782292] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.782605] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.782897] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.783173] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.783465] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.783789] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.784111] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.784384] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.784710] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.785034] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.785353] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.785429] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.785714] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.786039] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.786311] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.786638] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-04T20:49:10.786962] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.787285] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.787559] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.787857] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.788130] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.788450] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.788735] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.789028] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.789307] [DEBUG] [LOCAL     ] Loaded configuration for AKRO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.789633] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.789910] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.790186] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.790264] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.790533] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.790884] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.790960] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.791241] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.791517] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.791866] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.792188] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.792264] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.792526] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.792876] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.793152] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.793230] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.793513] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.793816] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.794140] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.794465] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.794743] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.795033] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.795360] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.795438] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.795753] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.796079] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.796401] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.796680] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.797026] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.797322] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.797602] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.797898] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.798192] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.798542] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.798892] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.799183] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.799508] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.799609] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.799929] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.800225] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.800527] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.800889] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.801219] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.801555] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.801878] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-04T20:49:10.802207] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.802537] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.802886] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.803177] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.803449] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.803768] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.804063] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.804402] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.804733] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.804810] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.804869] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.805135] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.805461] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.805741] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.806038] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.806366] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.806661] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.806989] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.807266] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.807620] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.807909] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.808201] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.808515] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.808833] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.808913] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.809225] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.809589] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.809679] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.809957] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.810237] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.810520] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.810827] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.811155] [DEBUG] [LOCAL     ] Loaded configuration for MURA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.811482] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.811562] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.811655] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.811970] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.812266] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.812561] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.812867] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.813194] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.813527] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.813880] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.814206] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.814285] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.814560] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.814863] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.815157] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.815486] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.815564] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.815861] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.815939] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.816221] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.816556] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.817358] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.817657] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.817986] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.818064] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.818352] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.818689] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.818989] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.819317] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.819606] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.819683] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.819966] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.820291] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.820735] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.821075] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.821395] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.821724] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.821800] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.822088] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.822167] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.822482] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.822813] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.823095] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.823391] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.823721] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.824002] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.824327] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.824406] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.824675] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.824980] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.825274] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.825552] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.825657] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.825944] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-04T20:49:10.826023] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.826307] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.826383] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-04T20:49:10.826697] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.826974] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.827252] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.827530] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.827632] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.827900] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.828225] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.828522] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.828872] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.829200] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.829494] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.830042] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.830353] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.830616] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.830924] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.831221] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.831481] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.831731] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.832172] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.832677] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.832947] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.833206] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.833482] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.833555] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.833827] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.834075] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.834147] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.834398] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.834663] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.834905] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.835163] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.835456] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.835698] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.835766] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.836048] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.836334] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.836622] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.836878] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.837133] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.837419] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.837710] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.837948] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.838267] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.838565] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.838832] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.839123] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.839402] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.839504] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.839837] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.840136] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.840367] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.840629] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.840875] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.841135] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.841490] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.841869] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.842231] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.842537] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.842862] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.842931] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.843272] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.843555] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.843835] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.844134] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.844426] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.844673] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.844739] [DEBUG] [LOCAL     ] Loaded configuration for DOOO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.844976] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.845045] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.845278] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.845519] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.845784] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.845852] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.846142] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.846397] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.846689] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.846977] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.847260] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.847515] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.847796] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.848038] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.848297] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.848566] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.848889] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.849130] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.849200] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.849457] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.849717] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.849973] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.850259] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.850513] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-04T20:49:10.850848] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.851087] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.851342] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.851631] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.851892] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.852130] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.852417] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.852655] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.852892] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.853128] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.853412] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.853699] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.853935] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.854190] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.854258] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.854498] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.854565] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.854889] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.854957] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.855240] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.855532] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-04T20:49:10.855853] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.856094] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.856331] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.856604] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.856842] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.856910] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.857235] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.857547] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.857820] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.858057] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.858127] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.858188] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.858486] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.858783] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.859028] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.859269] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.859595] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.859844] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.859914] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.860162] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.860423] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.860680] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.860937] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.861190] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.861445] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.861685] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.861754] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.862034] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.862318] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.862608] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.863547] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.863852] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.864148] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.864439] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.864740] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.864811] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.865067] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.865309] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.865379] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.865610] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.865850] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.865920] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.866206] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.866491] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-04T20:49:10.866737] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.867026] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.867309] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.867595] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.867876] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.867944] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.868219] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.868495] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.868786] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.869074] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.869365] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.869620] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.869855] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.870106] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.870388] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.870671] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.870906] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.871190] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.871258] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.871509] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.871818] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.872074] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.872310] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.872543] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.872822] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.873057] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-04T20:49:10.873295] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.873538] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.873637] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.874035] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.874412] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.874698] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.875004] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.875108] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.875191] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.875552] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.875654] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.875717] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.876029] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-04T20:49:10.876336] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.876638] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-04T20:49:10.876904] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.877198] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.877493] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.877562] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.877840] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.878132] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.878397] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.878753] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-04T20:49:10.879062] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.879352] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.879655] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.879949] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.880237] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.880471] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.880725] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.881013] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.881078] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.881299] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.881362] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.881635] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.881864] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-04T20:49:10.882113] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.882394] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.882458] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.882735] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.882965] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.883195] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.883424] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.883704] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.883997] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-04T20:49:10.884253] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.884546] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.884859] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.885090] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.885370] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.885603] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.885883] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.886129] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.886409] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.886642] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.886891] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.887144] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.887208] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.887481] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.887546] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.887812] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.888068] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.888356] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.888616] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.888847] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.889080] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.889362] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-04T20:49:10.889642] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.889706] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-04T20:49:10.889930] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.890161] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.890393] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.890645] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.890894] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.890957] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.891230] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.891459] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.891691] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.891794] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.892089] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.892380] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.892633] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.892919] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.893157] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.893387] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.893634] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.893698] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.893938] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.894216] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.894511] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.894774] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.895020] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.895251] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.895526] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.895817] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.896068] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.896345] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.896634] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.896894] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.897126] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.897408] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.897642] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.897922] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-04T20:49:10.898203] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-04T20:49:10.898462] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.898713] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.898778] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.899051] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.899302] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.899608] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.899853] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.900156] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.900226] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.900474] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.900763] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.901053] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.901355] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.901594] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.901664] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.901725] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.901958] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.902247] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.902316] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.902376] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.902435] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.902714] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.903001] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.903290] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.903359] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.903608] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.903868] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-04T20:49:10.904116] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.904362] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.904431] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.904687] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.904977] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.905221] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.905507] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.905602] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.905845] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.906083] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.906152] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.906214] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.906502] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.906816] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.907060] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.907300] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.907554] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.907823] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.908153] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.908433] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.908696] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.908953] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.909236] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.909489] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.909826] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.910122] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.910411] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.910697] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.910766] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.911014] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.911082] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.911140] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.911423] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.911661] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.911730] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.912017] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.912305] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.912599] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.912840] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.913096] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.913334] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.913403] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.913464] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.913720] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.914010] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.914248] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.914316] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.914548] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.914867] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.915122] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.915411] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.915698] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.915987] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.916238] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.916479] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.916737] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.916992] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.917279] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.917592] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.917886] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.918175] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.918442] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.918704] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.918960] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.919251] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.919510] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.919776] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.920036] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.920323] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.920564] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-04T20:49:10.920889] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.921129] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.921369] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.921438] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.921721] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.921962] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.922248] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.922508] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.922818] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.923076] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.923312] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.923387] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.923620] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.923908] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.924145] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.924430] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.924687] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.924923] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.925207] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.925542] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.925827] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.926097] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.926351] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.926418] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.926672] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.926963] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.927252] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.927320] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.927602] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-04T20:49:10.927857] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.928211] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.928598] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.928910] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.928981] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.929297] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.929609] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.929912] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.929984] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.930046] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.930389] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.930748] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.931048] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.931119] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.931460] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.931738] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.932004] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.932304] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.932598] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.932672] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.932920] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.933221] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.933293] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.933525] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.933792] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.934045] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.934115] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.934380] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.934449] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.934751] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.935026] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.935289] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.935543] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.935866] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.936110] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.936368] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.936611] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.936680] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.936912] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-04T20:49:10.937211] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.937499] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.937589] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.937882] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.937952] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.938237] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.938554] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.938652] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.938944] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.939235] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.939302] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-04T20:49:10.939607] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.939871] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.940159] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.940448] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.940755] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.941010] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.941298] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.941609] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.941862] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.942150] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.942388] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.942675] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.942768] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.943014] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.943269] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.943337] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.943396] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.943631] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.943871] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.944127] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.944195] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.944427] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.944719] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.944956] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.945242] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.945526] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.945837] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.945906] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.946186] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.946474] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.946767] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.947019] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.947306] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.947599] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.947833] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.948120] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.948189] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.948459] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.948720] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.949004] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.949246] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.949499] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.949753] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.950008] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.950287] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.950605] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.950695] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.950922] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.951155] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.951219] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.951492] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.951778] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.952023] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.952267] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.952510] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.952761] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.953048] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.953297] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.953363] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.953636] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.953700] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.953972] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.954252] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.954533] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.954842] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.955095] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.955375] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.955625] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.955865] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.956114] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.956178] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.956418] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.956668] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.956900] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.957180] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.957429] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.957661] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.957945] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.958175] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.958421] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.958713] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.958998] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.959278] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.959614] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.959699] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.959993] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.960278] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.960559] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.960831] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.961085] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.961368] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-04T20:49:10.961602] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.961667] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.961971] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.962206] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.962493] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.962776] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.963058] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.963291] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.963597] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.963898] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.963965] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.964250] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-04T20:49:10.964314] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.964371] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.964615] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.964867] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-04T20:49:10.965117] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.965400] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.965651] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.965881] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.966113] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.966394] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.966677] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.966902] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.967147] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.967422] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.967707] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-04T20:49:10.968023] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-04T20:49:10.968347] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.968645] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.968902] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.968966] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.969219] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-04T20:49:10.969475] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.969731] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-04T20:49:10.969967] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.970031] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.970310] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.970561] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.970826] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.970892] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.971118] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.971399] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.971651] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.971900] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.972140] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.972429] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.972661] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.972910] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.973160] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.973392] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.973674] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.973955] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.974203] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.974483] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.974766] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.975049] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.975113] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.975386] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.975665] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-04T20:49:10.975914] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.976163] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.976459] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.976769] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.976838] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.977081] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.977327] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.977593] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.977858] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.978093] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.978168] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.978415] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.978656] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.978725] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.979006] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.979243] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.979500] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.979569] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-04T20:49:10.979851] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.979920] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.980199] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-04T20:49:10.980454] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.980744] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.981030] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.981268] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.981522] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.981786] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.982044] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.982126] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.982378] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.982637] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.982876] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-04T20:49:10.983164] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-04T20:49:10.983418] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.983662] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-04T20:49:10.983949] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.984204] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.984446] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.984685] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.984922] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.985182] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.985434] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.985691] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.985982] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.986270] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.986512] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.986784] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.987027] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.987328] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.987567] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.987887] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-04T20:49:10.988158] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.988416] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.988690] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.988944] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.989234] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.989496] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.989792] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.990085] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.990374] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.990614] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.990857] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.991149] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.991220] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-04T20:49:10.991473] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.991766] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-04T20:49:10.992008] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.992078] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.992364] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-04T20:49:10.992434] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.992716] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.992957] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-04T20:49:10.993249] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-04T20:49:10.993611] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-04T20:49:10.993901] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.994195] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-04T20:49:10.994485] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.994554] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-04T20:49:10.994820] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.994891] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.995171] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-04T20:49:10.995412] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-04T20:49:10.995705] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-04T20:49:10.995948] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-04T20:49:10.996224] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.996520] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-04T20:49:10.997526] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-04T20:49:10.997857] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-04T20:49:10.998120] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-04T20:49:10.998193] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-04T20:49:10.998471] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-04T20:49:10.998778] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-04T20:49:10.999035] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-04T20:49:10.999299] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-04T20:49:10.999565] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-04T20:49:10.999893] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.000185] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.000473] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.000718] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.000790] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.001044] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.001285] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.001526] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.001797] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.002039] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.002327] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.002398] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.002652] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.002941] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.003229] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.003483] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.003773] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.004017] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.004276] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.004566] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.004889] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.005148] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.005438] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.005678] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.005749] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.006031] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.006322] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-04T20:49:11.006606] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.006862] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.007164] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.007404] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.007695] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.007987] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.008230] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.008508] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.008833] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.008911] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.009171] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.009471] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.009863] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.010169] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.010468] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.010772] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.011070] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.011374] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.011634] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.011874] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.012132] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.012428] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.012790] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.013124] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.013468] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.013795] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.014107] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.014457] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.014745] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.015027] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.015339] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.015602] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.015901] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.016143] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.016434] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.016505] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.016790] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.016862] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.017096] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.017336] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.017602] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.017867] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.018159] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.018446] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.018518] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.018793] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.019054] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.019295] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.019537] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.019850] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.019922] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.020208] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.020467] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.020735] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.021025] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.021282] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.021589] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.021891] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.022183] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.022479] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.022770] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.023022] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.023255] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.023491] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.023559] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.023843] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-04T20:49:11.023917] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.024169] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.024410] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.024708] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.024951] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.025242] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.025499] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.025742] [DEBUG] [LOCAL     ] Loaded configuration for TPCS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.025814] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.026099] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.026171] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.026457] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.026759] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.026830] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.027068] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.027324] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.027611] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.027867] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.028120] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.028417] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.028661] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.028947] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.029232] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.029468] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.029534] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.029792] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.029858] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.030193] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.030537] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.030852] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.031135] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.031422] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.031710] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.031811] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.032133] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.032434] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.032736] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.032972] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.033205] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.033455] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.033708] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.033989] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.034054] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.034112] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.034386] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.034620] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.034871] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.034938] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.035214] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.035279] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.035348] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.035405] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.035685] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.035751] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.036006] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.036238] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.036488] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.036727] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.036793] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.037020] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.037269] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.037507] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.037794] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.038032] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.038330] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.038599] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.038888] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.039143] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.039439] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.039506] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.039798] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.039876] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.040131] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.040421] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.040712] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.041002] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.041072] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.041305] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.041564] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.041879] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.042171] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.042243] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.042478] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.042769] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.043060] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.043130] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.043191] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.043252] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.043500] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.043812] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.044070] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.044315] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.044618] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.044907] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.045166] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.045423] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.045712] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.046004] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.046304] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.046651] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.046758] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.046849] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.047123] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.047226] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.047499] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.047859] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.047962] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.048239] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.048548] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.048901] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.049202] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.049275] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.049335] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.049607] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.049905] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.050163] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.050235] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.050487] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.050558] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.050863] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.051151] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.051411] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.051672] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.051964] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.052034] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.052267] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.052350] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.052604] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.052675] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.052910] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.053199] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.053269] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.053524] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.053788] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.054057] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.054315] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.054608] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.054850] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.055089] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.055379] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.055450] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.055684] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.055976] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.056214] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.056284] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.056564] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.056661] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.056914] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.057170] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.057409] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.057705] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.058005] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.058309] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.058593] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.058890] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.058959] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.059019] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.059270] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.059513] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.059842] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.059914] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.060189] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.060259] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.060543] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.060866] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.061108] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.061178] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.061461] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.061717] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.062003] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.062110] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.062408] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.062511] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.062867] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.062970] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.063272] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.063557] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.063885] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.063987] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.064077] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.064373] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.064646] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.064886] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.065143] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.065213] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.065501] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.065592] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.065881] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.066135] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.066374] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.066444] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.066723] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.067009] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.067079] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.067140] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.067376] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.067617] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.067906] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.068166] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.068475] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.068736] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.069030] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.069286] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.069544] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.069814] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.070070] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.070361] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.070433] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.070719] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.071007] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.071292] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.071543] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.071857] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.072134] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.072379] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.072640] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.072928] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.073169] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.073406] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.073664] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.073921] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.074211] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.074454] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.074745] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.075033] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.075290] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.075549] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.075815] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.076074] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.076401] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.076735] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.077055] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.077125] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.077408] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.077703] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.077964] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.078204] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.078498] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.078802] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.079126] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.079434] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.079738] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.080089] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.080443] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.080547] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.080873] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.081173] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.081470] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.081594] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.081880] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.082174] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.082465] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.082539] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.082851] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.083141] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.083382] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.083676] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.083936] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.084226] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.084296] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.084547] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.084865] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.085106] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.085176] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.085409] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.085703] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.085949] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.086019] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.086300] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.086554] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.086821] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.087103] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.087385] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.087678] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.087924] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-04T20:49:11.088160] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.088413] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.088674] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.088972] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.089228] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.089477] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.089768] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.090005] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.090243] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.090496] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.090737] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.090809] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.091057] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.091345] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.091600] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.091843] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.092132] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.092371] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.092440] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.092501] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.092758] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.092999] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.093069] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.093349] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.093604] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.093900] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.094189] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.094428] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.094667] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.094907] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.095194] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.095449] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.095705] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.095959] [DEBUG] [LOCAL     ] Loaded configuration for AA: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.096213] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.096450] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.096716] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.096978] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.097048] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.097281] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.097521] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.097848] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.098090] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.098161] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.098223] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.098313] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.098604] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.098898] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.098968] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.099253] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.099493] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.099783] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.100024] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.100312] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.100730] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.101029] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.101327] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.101398] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.101461] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.101524] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.101787] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.102085] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.102353] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.102598] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.102839] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.103079] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.103334] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.103591] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.103832] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.104127] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.104417] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.104657] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.104897] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.105136] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.105421] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.105496] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.105725] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.105982] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.106270] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.106682] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.106976] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.107229] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.107467] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.107755] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.108012] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-04T20:49:11.108288] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.108356] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.108632] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.108863] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.109095] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.109327] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.109597] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.109852] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.110106] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.110343] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.110598] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.110883] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.111165] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.111230] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.111507] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.111811] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.112062] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.112296] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.112595] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.112832] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.112898] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.113174] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.113451] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.113741] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.113976] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.114042] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.114269] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.114558] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.114839] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.115075] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.115326] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.115594] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.115849] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.116144] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.116379] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.116446] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-04T20:49:11.116725] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.116958] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.117241] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.117527] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.117779] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.118015] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.118267] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.118513] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.118769] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.119053] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.119289] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.119539] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.119628] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.119874] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.120156] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.120438] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.120723] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.120788] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.121032] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.121265] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.121519] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.121793] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.121860] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.122087] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.122371] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.122603] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.122893] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.123179] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.123245] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.123472] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.123755] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.123989] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.124239] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.124524] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.124779] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.125023] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.125258] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.125494] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.125560] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.125641] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.125871] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.126120] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.126402] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.126636] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.126886] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.127169] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.127398] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.127463] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.127739] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.127806] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.128084] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.128369] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.128610] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.128896] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.129149] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.129385] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.129624] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.129885] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.130177] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.130432] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.130669] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.130927] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.131180] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.131467] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.131720] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.132005] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.132295] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.132360] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.132605] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.132891] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.133142] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.133376] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.133628] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.133703] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.133949] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.134230] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.134512] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.134782] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.135018] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.135084] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.135359] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.135643] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.135926] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.136380] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.136690] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.136948] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.137290] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.137603] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.137873] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.138165] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.138477] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.138726] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.138793] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.139079] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.139333] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.139594] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.139883] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.140134] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.140199] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.140442] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.140727] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.140962] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.141027] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.141305] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.141370] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.141426] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.141848] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.141915] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.142267] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-04T20:49:11.142333] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-04T20:49:11.142693] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.142993] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.143314] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.143634] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.143899] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.143967] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.144222] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.144465] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.144708] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.145001] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.145287] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.145585] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.145868] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.146117] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.146349] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.146631] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.146695] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.146937] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.147209] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.147444] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.147697] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.147763] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.148009] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.148314] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-04T20:49:11.148381] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.148671] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.148736] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.148983] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.149047] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.149275] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.149341] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.149623] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.149873] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.150106] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.150389] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.150642] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.150893] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.151146] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.151381] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.151625] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.151690] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.151932] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.152169] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.152455] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.152738] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.152971] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.153036] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.153280] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.153532] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.153805] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.154055] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.154336] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.154601] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.154836] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.154900] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.155126] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.155361] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.155644] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.155926] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.155990] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.156047] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.156334] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.156620] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.156875] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.157127] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.157361] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.157645] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.157896] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.158180] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.158447] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.158735] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.158970] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.159255] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.159543] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.159818] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.159884] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.160158] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.160414] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.160649] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.160714] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.160941] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.161194] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.161260] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.161536] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.161840] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.162092] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.162158] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.162434] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.162670] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.162942] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.163180] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.163462] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.163751] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.164035] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.164286] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.164588] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.164657] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-04T20:49:11.164902] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.165189] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.165425] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.165662] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.165912] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.166145] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.166379] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.166613] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.166895] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.167127] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.167192] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.167416] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.167481] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.167755] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.168037] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.168285] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.168602] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.168844] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.169137] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.169392] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.169646] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.169898] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.170183] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.170416] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.170650] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.170935] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.171189] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.171473] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.171722] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.172006] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.172257] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.172507] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.172812] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.173102] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.173384] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.173669] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.173901] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.174180] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.174245] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.174301] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.174525] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.174774] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.175000] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.175225] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.175450] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.175738] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.176012] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.176297] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.176594] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.176877] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.177161] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.177396] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.177679] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.177928] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.177992] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.178216] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.178526] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.178611] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.178843] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.179077] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.179358] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.179610] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.179844] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.180118] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.180374] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.180615] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.180852] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-04T20:49:11.181114] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.181398] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.181641] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.181895] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.181960] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.182236] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.182472] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.182752] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.182817] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.183062] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.183294] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.183544] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.183849] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.184085] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.184335] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.184602] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.184839] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.184904] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.185130] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.185414] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.185700] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.185934] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.186193] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.186258] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.186488] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.186774] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.187056] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.187313] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.187546] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.187818] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.187883] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.188137] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.188532] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.188915] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.189279] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.189600] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.189893] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.189960] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.190255] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.190603] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.190923] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.191266] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.191333] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.191623] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.191967] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.192269] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.192533] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.192800] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.193098] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.193391] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.193627] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.193915] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.194201] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.194484] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.194766] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.195050] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.195301] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.195550] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.195803] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.196037] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.196321] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.196386] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.196663] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.196728] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.197002] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.197073] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.197299] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.197550] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.197642] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.197892] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.198124] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.198367] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.198660] [DEBUG] [LOCAL     ] Loaded configuration for ISPO: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.198894] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.198960] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.199239] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.199476] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.199730] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.199796] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.200073] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.200137] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.200421] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.200663] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.200949] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.201202] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.201486] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.201772] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.202026] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.202259] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.202324] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.202600] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.202833] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.203116] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.203364] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.203617] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.203849] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.204097] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.204348] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.204598] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.204880] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.205115] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.205397] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.205683] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.205923] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.206156] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.206395] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.206680] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.206745] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.206984] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.207236] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.207469] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.207752] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.208001] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.208234] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.208481] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.208768] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.209051] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.209115] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.209343] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.209630] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.209912] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.210197] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.210433] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.210717] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.210951] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.211183] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.211466] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.211701] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.211935] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.212218] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.212468] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.212750] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.212982] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.213215] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.213280] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.213553] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.213814] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.214046] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.214127] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.214356] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.214652] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.214936] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.215162] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.215438] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.215502] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.215779] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.216017] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.216395] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.216641] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.216932] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.217223] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.217514] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.217600] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.217838] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.218130] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.218368] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.218656] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.218892] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.219125] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.219376] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.219461] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.219740] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.220021] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.220304] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.220600] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.220838] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.220903] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.221178] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.221428] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.221661] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.221895] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.222178] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.222430] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.222495] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.222742] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.222807] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.223089] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.223154] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.223210] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.223490] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.223555] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.223855] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.224139] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.224422] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.224674] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.224925] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-04T20:49:11.225209] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.225442] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.225723] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.225973] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.226259] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.226324] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.226381] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.226626] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.226878] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.227161] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.227395] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.227680] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.227744] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.227970] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.228033] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.228275] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.228342] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.228625] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.228878] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.229119] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.229369] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.229651] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.229886] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.230191] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.230433] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.230499] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.230748] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.231003] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.231241] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.231481] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.231767] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.232062] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.232348] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.232599] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.232882] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.233166] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.233403] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.233652] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.233934] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.234167] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.234448] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.234733] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.235014] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.235250] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.235479] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.235760] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.236044] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.236324] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.236608] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.236841] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.237073] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.237321] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.237603] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.237884] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.238166] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.238427] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.238666] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.238916] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.239164] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.239229] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-04T20:49:11.239510] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.239767] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.240002] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.240254] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.240539] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.240622] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.240866] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.240930] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.240985] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.241227] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.241467] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.241719] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.241999] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.242248] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.242497] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.242729] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.243015] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.243267] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.243519] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.243792] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.243858] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.243913] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.244158] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.244392] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.244456] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.244686] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.244751] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.245020] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.245263] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.245488] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.245739] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.246024] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.246305] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.246556] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.246870] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.247157] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.247390] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.247636] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.247889] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.248124] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.248360] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.248426] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.248709] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.248994] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.249280] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.249345] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.249625] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.249885] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.250176] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.250459] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.250524] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.250601] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.250853] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.251085] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.251317] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.251551] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.251806] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.252056] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.252339] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.252623] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.252874] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.253128] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.253408] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-04T20:49:11.253641] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.253894] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.254127] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.254379] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.254631] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.254863] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.255146] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.255428] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.255716] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.256002] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.256286] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.256351] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.256406] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.256681] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.256930] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.257179] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.257411] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.257476] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.257747] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.257980] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.258272] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.258562] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.258648] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.258885] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.259169] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.259451] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.259516] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.259777] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.260011] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.260294] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.260529] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.260785] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.261038] [DEBUG] [LOCAL     ] Loaded configuration for SHPH: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.261320] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.261601] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.261851] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.262085] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.262318] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.262554] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.262865] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.263126] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.263408] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.263659] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.263952] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.264202] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.264485] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.264550] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.264631] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.264880] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.265163] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.265453] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.265692] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.265974] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-04T20:49:11.266225] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.266507] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.266807] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.267091] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.267341] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.267615] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.267941] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.268280] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.268353] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.268616] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.268684] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.268989] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.269056] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.269361] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.269629] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.269891] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.270163] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.270395] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.270461] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.270746] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.270813] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.271056] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.271310] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.271561] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.271889] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.272191] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.272439] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.272505] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.272795] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.273079] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.273329] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.273394] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.273641] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.273891] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.274142] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.274393] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.274694] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.274963] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.275212] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.275492] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.275774] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.276026] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.276090] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.276383] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.276683] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.276932] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.277204] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.277502] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.277792] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.278031] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.278292] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.278596] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.278897] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.279197] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.279496] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.279752] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.280068] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.280352] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.280416] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.280643] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.280894] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.280959] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.281209] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.281508] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.281813] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-04T20:49:11.281878] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.281933] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.282222] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.282473] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.282538] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.282841] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.283075] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.283361] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.283617] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.283901] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.284182] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.284415] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.284651] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-04T20:49:11.284715] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.284770] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.285043] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.285273] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.285554] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.285639] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.285923] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.286156] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.286405] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.286641] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.286923] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.287206] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.287270] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.287545] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.287849] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.288083] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.288320] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.288587] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.288655] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.288898] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.289147] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.289447] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.289702] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.289952] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.290200] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.290464] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.290529] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.290778] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.291063] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.291348] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.291631] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.291697] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.291940] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.292239] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.292488] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.292738] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.292990] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.293275] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.293339] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.293598] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.293887] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.293953] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.294228] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.294513] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.294789] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.295040] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.295291] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.295588] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.295825] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.296108] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.296341] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.296405] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.296680] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.296761] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-04T20:49:11.297009] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.297243] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.297492] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.297781] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.298074] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.298138] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.298424] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.298725] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.299024] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.299323] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.299596] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.299897] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.300132] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.300413] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.300652] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.300954] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.301224] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.301472] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.301771] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.302073] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.302340] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.302605] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.302892] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.303143] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.303425] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.303659] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.303943] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.304192] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.304478] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.304710] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.304774] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.305000] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.305282] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.305346] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.305400] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.305643] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.305875] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.306158] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.306413] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.306646] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.306710] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.306985] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.307049] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.307291] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.307540] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.307796] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.308077] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.308363] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.308634] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.308932] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.309177] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.309241] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.309497] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.309747] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.309997] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.310306] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.310614] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.310897] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.311179] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.311429] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.311730] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.312027] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.312294] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.312559] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.312878] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.313145] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.313403] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.313687] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.313751] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.313976] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.314056] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-04T20:49:11.314336] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.314587] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.314828] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.315080] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.315312] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.315596] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.315829] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.316062] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.316344] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.316625] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.316908] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.317193] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.317473] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.317538] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.317786] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.318020] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.318268] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.318540] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.318631] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.318926] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.318990] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.319282] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.319597] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.319848] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.320117] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.320381] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.320652] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.320935] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.321169] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.321418] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.321482] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.321741] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.321805] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.322100] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.322349] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.322648] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.322936] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.323216] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.323500] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.323733] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.323971] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.324252] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.324532] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.324620] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.324677] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.324921] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.325170] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.325401] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.325686] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.325970] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.326222] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.326471] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.326704] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.326986] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.327244] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.327477] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.327760] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.328009] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.328409] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.328658] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.328892] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-04T20:49:11.328957] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.329231] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.329526] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.329821] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.329887] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.330114] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.330396] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.330651] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.330883] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.331279] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.331629] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.331944] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.332012] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.332332] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.332631] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.332925] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.332993] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.333049] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.333105] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.333392] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.333649] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.333897] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.334150] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.334215] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.334459] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.334525] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.334835] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.334905] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.335185] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.335251] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.335480] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.335549] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.335629] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.335910] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.336192] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.336444] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.336729] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.336982] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.337217] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.337502] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.337756] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.338043] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.338331] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.338639] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.338907] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.338973] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.339216] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.339521] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.339851] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.340104] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.340356] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.340631] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.340917] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.340982] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.341256] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.341492] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.341746] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.342049] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.342348] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.342599] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.342665] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.342950] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.343195] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.343473] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.343762] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.344053] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.344293] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.344546] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.344856] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.345137] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.345421] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.345657] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.345892] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.346144] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.346397] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.346633] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.346919] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.347171] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.347454] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.347519] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.347843] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.348079] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.348367] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.348641] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.348893] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.349134] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.349393] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.349650] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.349935] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.350220] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.350504] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.350590] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.350816] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.350880] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.350935] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.351205] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.351430] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.351664] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.351949] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.352199] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.352484] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.352719] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.352952] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.353231] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.353514] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.353813] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.354097] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.354382] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.354617] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.354851] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.355103] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.355385] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.355669] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.355902] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.355966] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.356209] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.356273] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-04T20:49:11.356499] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.356563] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.356861] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.357146] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.357433] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.357718] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.357782] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.358061] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.358317] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.358605] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.358670] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.358895] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.359131] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.359195] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-04T20:49:11.359250] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.359477] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.359759] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.359996] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.360277] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.360527] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.360782] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.361065] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.361129] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.361373] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.361653] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.361902] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.361966] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.362191] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.362424] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.362710] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.362943] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.363226] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.363508] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.363595] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.363843] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.364113] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.364535] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.364934] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.365281] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.365603] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.365850] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.366099] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.366343] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.366606] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.366859] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.367147] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.367213] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.367269] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.367524] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.367781] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.367846] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.368124] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.368364] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.368652] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.368718] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.368993] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.369242] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.369526] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.369613] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.369672] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.369945] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.370196] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.370430] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.370493] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.370549] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.370800] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.371034] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.371317] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.371556] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.371840] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.372095] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.372161] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.372216] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.372463] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.372715] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.372780] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.373005] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.373288] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.373352] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.373408] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.373683] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.373966] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.374030] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.374311] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.374551] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.374824] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.374889] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.374945] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.375001] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.375277] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.375558] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.375866] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.376108] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.376358] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.376608] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.376846] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.377094] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.377343] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.377409] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.377654] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.377718] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.377991] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.378239] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.378315] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.378598] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.378680] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.378963] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.379027] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.379492] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.379733] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.379986] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.380230] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.380520] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.380801] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.381037] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.381318] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.381603] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.381854] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.382134] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.382418] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.382704] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.382777] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.383019] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.383082] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.383138] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.383366] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.383624] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.383879] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.384161] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.384225] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.384470] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.384752] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.385037] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.385320] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.385553] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.385807] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.386044] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.386296] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.386361] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.386601] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.386854] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.387102] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.387166] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.387222] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.387497] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.387746] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.388029] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.388320] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.388558] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.388831] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.389083] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.389335] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.389620] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.389872] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.390157] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.390223] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.390449] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.390514] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.390809] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.390877] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.391125] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.391190] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.391467] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.391752] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.392036] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.392101] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.392381] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.392666] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.392950] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.393016] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.393258] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.393323] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.393550] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.393805] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.394037] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.394320] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.394625] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.394692] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.394749] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.395025] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.395258] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.395510] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.395815] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.396067] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.396301] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.396553] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.396639] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.396865] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.397099] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.397379] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.397612] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.397894] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.398174] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.398438] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.398727] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.398981] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.399046] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.399101] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.399336] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.399603] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.399844] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.400131] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.400383] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.400447] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.400697] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.400947] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.401012] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.401067] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.401295] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.401594] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.401855] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.402092] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.402174] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.402455] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.402738] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.403022] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.403254] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.403318] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.403595] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.403851] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.404104] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.404337] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.404623] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.404932] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.405192] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.405443] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.405682] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.405936] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.406000] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-04T20:49:11.406227] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.406476] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.406760] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.407004] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.407280] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.407554] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.407852] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.408091] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.408157] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.408423] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.408710] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.408993] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.409274] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.409339] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.409600] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.409854] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.410089] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.410154] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.410422] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.410697] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.410931] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.411183] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.411432] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.411664] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.411728] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.411957] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.412242] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-04T20:49:11.412307] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.412552] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.412639] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.412915] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.413147] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.413378] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.413441] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.413667] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.413958] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.414208] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.414456] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.414738] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.414987] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.415052] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.415277] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.415560] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.415866] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.416115] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.416355] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.416609] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.416843] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.417121] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.417401] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.417648] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.417878] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.418155] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.418416] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.418701] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.418952] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.419185] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.419250] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.419475] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.419538] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.419805] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.420087] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.420336] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.420620] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.420903] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.421184] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.421467] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.421749] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.422032] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.422283] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.422347] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.422600] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.422668] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.422946] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.423230] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.423510] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.423811] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.424063] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.424294] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.424539] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.424631] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.424880] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-12-04T20:49:11.425165] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.425452] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.425734] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.426015] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.426264] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.426498] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.426752] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.427022] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.427274] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.427523] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.427776] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.428024] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-04T20:49:11.428431] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.428683] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.428932] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.429191] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.429485] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.429552] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.429831] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.430124] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.430374] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.430655] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.430720] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.430994] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.431275] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.431524] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.431782] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.432064] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.432345] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.432632] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.432914] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.433149] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.433402] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.433684] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.433932] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.433997] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.434272] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.434592] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.434847] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.435103] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.435167] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.435392] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.435676] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.435908] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.435973] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.436247] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.436529] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.436615] [DEBUG] [LOCAL     ] Loaded configuration for ADVM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.436843] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.437091] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.437340] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.437621] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.437900] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.438180] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.438257] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.438544] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.438852] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.439087] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.439369] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.439634] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.439698] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.439753] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.439996] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.440276] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.440516] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.440622] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.440903] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.441204] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.441460] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.441694] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.441979] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.442043] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.442268] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.442552] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.442858] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.443140] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.443371] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.443441] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.443513] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.443810] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.444061] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.444311] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.444564] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.444872] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.444938] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.444993] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.445048] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.445320] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.445588] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.445823] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.446107] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.446388] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.446621] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.446904] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-04T20:49:11.447152] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.447433] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.447666] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.447897] [DEBUG] [LOCAL     ] Loaded configuration for MHUA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.448176] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.448441] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.448698] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.448763] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.448991] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.449244] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.449308] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.449564] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.449883] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.450163] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.450462] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.450715] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.450957] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.451237] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.451469] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.451702] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.451980] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.452237] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.452473] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.452537] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.452616] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.452894] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.453143] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.453427] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.453676] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.453958] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.454213] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.454447] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.454516] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.454773] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.455017] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.455244] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.455487] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.455553] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.455823] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.456074] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.456356] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.456640] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-04T20:49:11.456877] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.457159] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.457408] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.457659] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.457891] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.458125] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.461204] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.461517] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.461829] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.462119] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.462404] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.462662] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.462951] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.463208] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.463443] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.463681] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.463938] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.464229] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.464464] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.464748] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.464999] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.465234] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.465298] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.465355] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.465410] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.465687] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.465936] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.466172] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.466407] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.466692] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.466972] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.467255] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-04T20:49:11.467490] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.467750] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.468000] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.468232] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.468542] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.468803] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.469091] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.469331] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.469610] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.469679] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.469958] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.470205] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.470454] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.470734] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.470968] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.471033] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.471278] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.471528] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.471783] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.472065] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.472344] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.472630] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.472912] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.473154] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.473384] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.473449] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.473678] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.473927] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.474159] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.474392] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.474643] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.474876] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.475109] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.475174] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.475448] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.475681] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.475930] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.476212] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.476496] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.476748] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.476998] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.477252] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.477538] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.477810] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.478042] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.478306] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.478372] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.478656] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.478722] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.478953] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.479239] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.479472] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.479730] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.479967] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.480200] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.480266] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.480323] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.480552] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.480821] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.481115] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.481397] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.481657] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-04T20:49:11.481723] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-04T20:49:11.482017] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.482316] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.482566] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.482649] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.482943] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.483242] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.483524] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.483782] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.484083] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.484366] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.484620] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.484870] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.485170] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.485419] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.485485] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.485784] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.486065] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.486130] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.486405] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.486674] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.486953] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.487211] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.487468] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.487739] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.487994] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.488288] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.488566] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.488885] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.489182] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.489476] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.489741] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.490039] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.490321] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.490590] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.490658] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.490934] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.491187] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.491436] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.491685] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.491934] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.492235] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.492499] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.492567] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.492820] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.493104] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.493385] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.493449] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.493706] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.493970] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.494035] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.494332] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.494398] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.494658] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.494940] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.495222] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.495468] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.495749] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.496027] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.496275] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.496558] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.496834] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.497071] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.497319] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.497385] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.497614] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-04T20:49:11.497896] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.498129] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-04T20:49:11.498381] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.498681] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.498944] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.499190] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.499484] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.499732] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.500024] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.500278] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.500594] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.500847] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.501098] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.501378] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.501673] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.501966] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.502210] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-04T20:49:11.502508] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.502759] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.503008] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.503294] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.503534] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.503835] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.504066] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.504298] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.504547] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.504805] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.504871] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.504932] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.505174] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.505239] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.505466] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.505750] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.505981] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.506212] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.506490] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.506728] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.506794] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.507068] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.507300] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.507531] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.507830] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.507896] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.508123] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.508408] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.508710] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.509009] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.509263] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.509511] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.509781] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.510010] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.510283] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.510557] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-04T20:49:11.510862] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.510929] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.511180] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.511445] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.511742] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.511806] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.512048] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-04T20:49:11.512346] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.512627] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.512859] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.513107] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.513391] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.513454] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.513704] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.513770] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.514014] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.514296] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.514548] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.514809] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.515092] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.515323] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.515558] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.515816] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.515881] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.515937] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.516212] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.516494] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.516749] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.516984] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.517268] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.517333] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.517609] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.517680] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.517924] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.518155] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.518416] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-04T20:49:11.518669] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.518938] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.519236] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.519514] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.519851] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.520085] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.520335] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.520618] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.520883] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.521133] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.521433] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.521682] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.521977] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.522275] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.522524] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.522609] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.522893] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.522959] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.523183] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.523464] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.523697] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.523949] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.524014] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.524070] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-04T20:49:11.524297] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.524370] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.524426] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-04T20:49:11.524702] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.524766] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.524991] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.525239] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.525304] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-04T20:49:11.525598] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.525856] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.525928] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-04T20:49:11.526170] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-04T20:49:11.526420] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.526673] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.526738] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.527013] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.527078] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.527135] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.527360] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.527425] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.527483] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-04T20:49:11.527734] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.527985] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.528282] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.528553] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-04T20:49:11.528830] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.528897] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.529155] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.529221] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.529479] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.529779] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.530079] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.530327] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-04T20:49:11.530626] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-04T20:49:11.530690] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.530966] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.531219] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.531453] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-04T20:49:11.531721] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.532019] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-04T20:49:11.532266] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.532532] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.532853] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.532919] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.533162] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-04T20:49:11.533443] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.533677] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.533743] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-04T20:49:11.533992] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.534243] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-04T20:49:11.534519] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.534773] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.535051] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-04T20:49:11.535334] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.535603] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-04T20:49:11.535670] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.535919] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.536159] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-04T20:49:11.536225] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.536452] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-04T20:49:11.536704] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-04T20:49:11.536770] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-04T20:49:11.536997] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-04T20:49:11.537231] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.537296] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-04T20:49:11.537523] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-04T20:49:11.537830] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-04T20:49:11.538082] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.538370] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-04T20:49:11.538675] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-04T20:49:11.538926] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-04T20:49:11.539224] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-04T20:49:11.539289] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-04T20:49:11.540591] [INFO ] [LOCAL     ] Saved consolidated report: 3547 forecasts -> ./output/forecasts/full/2025-12-05.txt
[2025-12-04T20:49:11.540637] [INFO ] [sig       ] [38/38] Successfully generated report for 2025-12-05: 3547 entries
[2025-12-04T20:49:11.540670] [INFO ] [sig       ] ==================================================
[2025-12-04T20:49:11.540696] [INFO ] [sig       ] Report generation complete: 38/38 reports succeeded
[2025-12-04T20:49:12.277800] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-04T20:49:12.278006] [INFO ] [sig       ] Email notification sent
[2025-12-04T20:49:12.278755] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-04T20:49:12.278892] [INFO ] [STATE     ] Last completion updated: 2025-12-04T20:49:12.278806